diff --git a/cli/src/args.ts b/cli/src/args.ts
index e8c5b6937..d49f4bff7 100644
--- a/cli/src/args.ts
+++ b/cli/src/args.ts
@@ -38,9 +38,9 @@ const unsafeArgs = parse<BenchmarkUnsafeArguments>(
 )
 
 let supportedTasks: Map<string, Task> = Map()
-supportedTasks = supportedTasks.set(defaultTasks.simpleFace.getTask().taskID, defaultTasks.simpleFace.getTask())
-supportedTasks = supportedTasks.set(defaultTasks.titanic.getTask().taskID, defaultTasks.titanic.getTask())
-supportedTasks = supportedTasks.set(defaultTasks.cifar10.getTask().taskID, defaultTasks.cifar10.getTask())
+supportedTasks = supportedTasks.set(defaultTasks.simpleFace.getTask().id, defaultTasks.simpleFace.getTask())
+supportedTasks = supportedTasks.set(defaultTasks.titanic.getTask().id, defaultTasks.titanic.getTask())
+supportedTasks = supportedTasks.set(defaultTasks.cifar10.getTask().id, defaultTasks.cifar10.getTask())
 
 const task = supportedTasks.get(unsafeArgs.task)
 if (task === undefined) {
diff --git a/cli/src/cli.ts b/cli/src/cli.ts
index f483933bf..f22d600b9 100644
--- a/cli/src/cli.ts
+++ b/cli/src/cli.ts
@@ -1,24 +1,28 @@
 import { Range } from 'immutable'
+import type { Server } from 'node:http'
 
 import type { TrainerLog, data, Task } from '@epfml/discojs-core'
-import { Disco, TrainingSchemes } from '@epfml/discojs-core'
+import { Disco, TrainingSchemes, aggregator as aggregators, client as clients } from '@epfml/discojs-core'
+import { getClient, startServer } from '@epfml/disco-server'
 
-import { startServer, saveLog } from './utils'
+import { saveLog } from './utils'
 import { getTaskData } from './data'
 import { args } from './args'
 
 const NUMBER_OF_USERS = args.numberOfUsers
 const TASK = args.task
 
-const infoText = `\nStarted federated training of ${TASK.taskID}`
+const infoText = `\nStarted federated training of ${TASK.id}`
 console.log(infoText)
 
 console.log({ args })
 
-async function runUser (task: Task, url: URL, data: data.DataSplit): Promise<TrainerLog> {
+async function runUser (task: Task, server: Server, data: data.DataSplit): Promise<TrainerLog> {
+  const client = await getClient(clients.federated.FederatedClient, server, task, new aggregators.MeanAggregator(TASK))
+
   // force the federated scheme
   const scheme = TrainingSchemes.FEDERATED
-  const disco = new Disco(task, { scheme, url })
+  const disco = new Disco(task, { scheme, client })
 
   await disco.fit(data)
   await disco.close()
@@ -26,16 +30,16 @@ async function runUser (task: Task, url: URL, data: data.DataSplit): Promise<Tra
 }
 
 async function main (): Promise<void> {
-  const [server, serverUrl] = await startServer()
+  const server = await startServer()
 
   const data = await getTaskData(TASK)
 
   const logs = await Promise.all(
-    Range(0, NUMBER_OF_USERS).map(async (_) => await runUser(TASK, serverUrl, data)).toArray()
+    Range(0, NUMBER_OF_USERS).map(async (_) => await runUser(TASK, server, data)).toArray()
   )
 
   if (args.save) {
-    const fileName = `${TASK.taskID}_${NUMBER_OF_USERS}users.csv`
+    const fileName = `${TASK.id}_${NUMBER_OF_USERS}users.csv`
     saveLog(logs, fileName)
   }
   console.log('Shutting down the server...')
diff --git a/cli/src/data.ts b/cli/src/data.ts
index c850a7019..a2b2b2799 100644
--- a/cli/src/data.ts
+++ b/cli/src/data.ts
@@ -61,7 +61,7 @@ async function titanicData (titanic: Task): Promise<data.DataSplit> {
 }
 
 export async function getTaskData (task: Task): Promise<data.DataSplit> {
-  switch (task.taskID) {
+  switch (task.id) {
     case 'simple_face':
       return await simplefaceData(task)
     case 'titanic':
@@ -71,6 +71,6 @@ export async function getTaskData (task: Task): Promise<data.DataSplit> {
     case 'YOUR CUSTOM TASK HERE':
       throw new Error('YOUR CUSTOM FUNCTION HERE')
     default:
-      throw new Error(`Data loader for ${task.taskID} not implemented.`)
+      throw new Error(`Data loader for ${task.id} not implemented.`)
   }
 }
diff --git a/cli/src/utils.ts b/cli/src/utils.ts
index 3c1f0dc9c..47ef2458d 100644
--- a/cli/src/utils.ts
+++ b/cli/src/utils.ts
@@ -1,38 +1,6 @@
-import type http from 'node:http'
 import fs from 'node:fs'
 
 import type { TrainerLog } from '@epfml/discojs-core'
-import { Disco } from '@epfml/disco-server'
-
-export async function startServer (): Promise<[http.Server, URL]> {
-  const disco = new Disco()
-  await disco.addDefaultTasks()
-
-  const server = disco.serve(8000)
-  await new Promise((resolve, reject) => {
-    server.once('listening', resolve)
-    server.once('error', reject)
-    server.on('error', console.error)
-  })
-
-  let addr: string
-  const rawAddr = server.address()
-  if (rawAddr === null) {
-    throw new Error('unable to get server address')
-  } else if (typeof rawAddr === 'string') {
-    addr = rawAddr
-  } else if (typeof rawAddr === 'object') {
-    if (rawAddr.family === '4') {
-      addr = `${rawAddr.address}:${rawAddr.port}`
-    } else {
-      addr = `[${rawAddr.address}]:${rawAddr.port}`
-    }
-  } else {
-    throw new Error('unable to get address to server')
-  }
-
-  return [server, new URL('', `http://${addr}`)]
-}
 
 export function saveLog (logs: TrainerLog[], fileName: string): void {
   const filePath = `./${fileName}`
diff --git a/discojs/discojs-core/package.json b/discojs/discojs-core/package.json
index cf60f8290..bcbb0d9bd 100644
--- a/discojs/discojs-core/package.json
+++ b/discojs/discojs-core/package.json
@@ -21,7 +21,7 @@
   "dependencies": {
     "@tensorflow/tfjs": "4",
     "@types/msgpack-lite": "0.1",
-    "axios": "0.27",
+    "axios": "1",
     "gpt3-tokenizer": "1",
     "immutable": "4",
     "isomorphic-wrtc": "1",
diff --git a/discojs/discojs-core/src/aggregator/base.ts b/discojs/discojs-core/src/aggregator/base.ts
index a9fe96c29..db5b2e93b 100644
--- a/discojs/discojs-core/src/aggregator/base.ts
+++ b/discojs/discojs-core/src/aggregator/base.ts
@@ -1,7 +1,8 @@
-import { List, Map, Set } from 'immutable'
-import type tf from '@tensorflow/tfjs'
+import { Map, Set } from 'immutable'
 
-import type { client, Task, AsyncInformant } from '..'
+import type { client, Model, Task, AsyncInformant } from '..'
+
+import { EventEmitter } from '../utils/event_emitter'
 
 export enum AggregationStep {
   ADD,
@@ -9,24 +10,6 @@ export enum AggregationStep {
   AGGREGATE
 }
 
-class AggregationEventEmitter<T> {
-  private listeners = List<[once: boolean, act: (_: T) => void]>()
-
-  on (_: 'aggregation', act: (_: T) => void): void {
-    this.listeners = this.listeners.push([false, act])
-  }
-
-  once (_: 'aggregation', act: (_: T) => void): void {
-    this.listeners = this.listeners.push([true, act])
-  }
-
-  emit (_: 'aggregation', aggregated: T): void {
-    const listeners = this.listeners
-    this.listeners = this.listeners.filterNot(([once, _]) => once)
-    listeners.forEach(([_, act]) => { act(aggregated) })
-  }
-}
-
 /**
  * Main, abstract, aggregator class whose role is to buffer contributions and to produce
  * a result based off their aggregation, whenever some defined condition is met.
@@ -48,7 +31,7 @@ export abstract class Base<T> {
    * Triggers the resolve of the result promise and the preparation for the
    * next aggregation round.
    */
-  private readonly eventEmitter: AggregationEventEmitter<T>
+  private readonly eventEmitter = new EventEmitter<{ 'aggregation': T }>()
 
   protected informant?: AsyncInformant<T>
   /**
@@ -76,9 +59,9 @@ export abstract class Base<T> {
      */
     public readonly task: Task,
     /**
-     * The TF.js model whose weights are updated on aggregation.
+     * The Model whose weights are updated on aggregation.
      */
-    protected _model?: tf.LayersModel,
+    protected _model?: Model,
     /**
      * The round cut-off for contributions.
      */
@@ -88,7 +71,6 @@ export abstract class Base<T> {
      */
     public readonly communicationRounds = 1
   ) {
-    this.eventEmitter = new AggregationEventEmitter()
     this.contributions = Map()
     this._nodes = Set()
 
@@ -158,7 +140,7 @@ export abstract class Base<T> {
    * Sets the aggregator's TF.js model.
    * @param model The new TF.js model
    */
-  setModel (model: tf.LayersModel): void {
+  setModel (model: Model): void {
     this._model = model
   }
 
@@ -284,7 +266,7 @@ export abstract class Base<T> {
   /**
    * The aggregator's current model.
    */
-  get model (): tf.LayersModel | undefined {
+  get model (): Model | undefined {
     return this._model
   }
 
diff --git a/discojs/discojs-core/src/aggregator/mean.spec.ts b/discojs/discojs-core/src/aggregator/mean.spec.ts
index 5cbbc0da5..ffd00afb5 100644
--- a/discojs/discojs-core/src/aggregator/mean.spec.ts
+++ b/discojs/discojs-core/src/aggregator/mean.spec.ts
@@ -1,8 +1,7 @@
 import { assert, expect } from 'chai'
 import type { Map } from 'immutable'
-import type tf from '@tensorflow/tfjs'
 
-import type { client, Task } from '..'
+import type { client, Model, Task } from '..'
 import { aggregator, defaultTasks } from '..'
 import { AggregationStep } from './base'
 
@@ -16,7 +15,7 @@ const bufferCapacity = weights.length
 export class MockMeanAggregator extends aggregator.AggregatorBase<number> {
   constructor (
     task: Task,
-    model: tf.LayersModel,
+    model: Model,
     private readonly threshold: number,
     roundCutoff = 0
   ) {
diff --git a/discojs/discojs-core/src/aggregator/mean.ts b/discojs/discojs-core/src/aggregator/mean.ts
index c964feab9..5d94baede 100644
--- a/discojs/discojs-core/src/aggregator/mean.ts
+++ b/discojs/discojs-core/src/aggregator/mean.ts
@@ -1,8 +1,7 @@
 import type { Map } from 'immutable'
-import type tf from '@tensorflow/tfjs'
 
 import { AggregationStep, Base as Aggregator } from './base'
-import type { Task, WeightsContainer, client } from '..'
+import type { Model, Task, WeightsContainer, client } from '..'
 import { aggregation } from '..'
 
 /**
@@ -18,7 +17,7 @@ export class MeanAggregator extends Aggregator<WeightsContainer> {
 
   constructor (
     task: Task,
-    model?: tf.LayersModel,
+    model?: Model,
     roundCutoff = 0,
     threshold = 1
   ) {
@@ -69,7 +68,9 @@ export class MeanAggregator extends Aggregator<WeightsContainer> {
   aggregate (): void {
     this.log(AggregationStep.AGGREGATE)
     const result = aggregation.avg(this.contributions.get(0)?.values() as Iterable<WeightsContainer>)
-    this.model?.setWeights(result.weights)
+    if (this.model !== undefined) {
+      this.model.weights = result
+    }
     this.emit(result)
   }
 
diff --git a/discojs/discojs-core/src/aggregator/secure.ts b/discojs/discojs-core/src/aggregator/secure.ts
index a84111ea5..5b8558580 100644
--- a/discojs/discojs-core/src/aggregator/secure.ts
+++ b/discojs/discojs-core/src/aggregator/secure.ts
@@ -3,7 +3,7 @@ import { Map, List, Range } from 'immutable'
 import tf from '@tensorflow/tfjs'
 
 import { AggregationStep, Base as Aggregator } from './base'
-import type { Task, WeightsContainer, client } from '..'
+import type { Model, Task, WeightsContainer, client } from '..'
 import { aggregation } from '..'
 
 /**
@@ -20,7 +20,7 @@ export class SecureAggregator extends Aggregator<WeightsContainer> {
 
   constructor (
     task: Task,
-    model?: tf.LayersModel
+    model?: Model
   ) {
     super(task, model, 0, 2)
 
@@ -36,7 +36,9 @@ export class SecureAggregator extends Aggregator<WeightsContainer> {
     } else if (this.communicationRound === 1) {
       // Average the received partial sums
       const result = aggregation.avg(this.contributions.get(1)?.values() as Iterable<WeightsContainer>)
-      this.model?.setWeights(result.weights)
+      if (this.model !== undefined) {
+        this.model.weights = result
+      }
       this.emit(result)
     } else {
       throw new Error('communication round is out of bounds')
diff --git a/discojs/discojs-core/src/async_informant.ts b/discojs/discojs-core/src/async_informant.ts
index d6a7051f9..c8902960f 100644
--- a/discojs/discojs-core/src/async_informant.ts
+++ b/discojs/discojs-core/src/async_informant.ts
@@ -55,7 +55,7 @@ export class AsyncInformant<T> {
 
   // Debug
   public printAllInfos (): void {
-    console.debug('task:', this.aggregator.task.taskID)
+    console.debug('task:', this.aggregator.task.id)
     console.debug('round:', this.round)
     console.debug('participants:', this.currentNumberOfParticipants)
     console.debug('total:', this.totalNumberOfParticipants)
diff --git a/discojs/discojs-core/src/client/base.ts b/discojs/discojs-core/src/client/base.ts
index 821469141..89dd6854d 100644
--- a/discojs/discojs-core/src/client/base.ts
+++ b/discojs/discojs-core/src/client/base.ts
@@ -1,8 +1,7 @@
 import axios from 'axios'
 import type { Set } from 'immutable'
-import type tf from '@tensorflow/tfjs'
 
-import type { Task, TrainingInformant, WeightsContainer } from '..'
+import type { Model, Task, TrainingInformant, WeightsContainer } from '..'
 import { serialization } from '..'
 import type { NodeID } from './types'
 import type { EventConnection } from './event_connection'
@@ -55,16 +54,15 @@ export abstract class Base {
    * Fetches the latest model available on the network's server, for the adequate task.
    * @returns The latest model
    */
-  async getLatestModel (): Promise<tf.LayersModel> {
+  async getLatestModel (): Promise<Model> {
     const url = new URL('', this.url.href)
     if (!url.pathname.endsWith('/')) {
       url.pathname += '/'
     }
-    url.pathname += `tasks/${this.task.taskID}/model.json`
+    url.pathname += `tasks/${this.task.id}/model.json`
 
-    const response = await axios.get(url.href)
-
-    return await serialization.model.decode(response.data)
+    const response = await axios.get<ArrayBuffer>(url.href, { responseType: 'arraybuffer' })
+    return await serialization.model.decode(new Uint8Array(response.data))
   }
 
   /**
diff --git a/discojs/discojs-core/src/client/decentralized/base.ts b/discojs/discojs-core/src/client/decentralized/base.ts
index 655fa04f7..b5dee6712 100644
--- a/discojs/discojs-core/src/client/decentralized/base.ts
+++ b/discojs/discojs-core/src/client/decentralized/base.ts
@@ -106,7 +106,7 @@ export class Base extends Client {
       default:
         throw new Error(`unknown protocol: ${this.url.protocol}`)
     }
-    serverURL.pathname += `deai/${this.task.taskID}`
+    serverURL.pathname += `deai/${this.task.id}`
 
     this._server = await this.connectServer(serverURL)
 
diff --git a/discojs/discojs-core/src/client/event_connection.ts b/discojs/discojs-core/src/client/event_connection.ts
index aa8114c11..fedb50c85 100644
--- a/discojs/discojs-core/src/client/event_connection.ts
+++ b/discojs/discojs-core/src/client/event_connection.ts
@@ -1,5 +1,4 @@
 import isomorphic from 'isomorphic-ws'
-import { EventEmitter } from 'events'
 import type { Peer, SignalData } from './decentralized/peer'
 import { type NodeID } from './types'
 import msgpack from 'msgpack-lite'
@@ -7,6 +6,8 @@ import * as decentralizedMessages from './decentralized/messages'
 import { type, type NarrowMessage, type Message } from './messages'
 import { timeout } from './utils'
 
+import { EventEmitter } from '../utils/event_emitter'
+
 export interface EventConnection {
   on: <K extends type>(type: K, handler: (event: NarrowMessage<K>) => void) => void
   once: <K extends type>(type: K, handler: (event: NarrowMessage<K>) => void) => void
@@ -27,15 +28,13 @@ export async function waitMessageWithTimeout<T extends type> (connection: EventC
   return await Promise.race([waitMessage(connection, type), timeout(timeoutMs)])
 }
 
-export class PeerConnection implements EventConnection {
-  private readonly eventEmitter: EventEmitter
-
+export class PeerConnection extends EventEmitter<{ [K in type]: NarrowMessage<K> }> implements EventConnection {
   constructor (
     private readonly ownId: NodeID,
     private readonly peer: Peer,
     private readonly signallingServer: EventConnection
   ) {
-    this.eventEmitter = new EventEmitter()
+    super()
   }
 
   async connect (): Promise<void> {
@@ -55,7 +54,7 @@ export class PeerConnection implements EventConnection {
         throw new Error(`invalid message received: ${JSON.stringify(msg)}`)
       }
 
-      this.eventEmitter.emit(msg.type.toString(), msg)
+      this.emit(msg.type, msg)
     })
 
     this.peer.on('close', () => { console.warn('peer', this.peer.id, 'closed connection') })
@@ -69,14 +68,6 @@ export class PeerConnection implements EventConnection {
     this.peer.signal(signal)
   }
 
-  on<K extends type> (type: K, handler: (event: NarrowMessage<K>) => void): void {
-    this.eventEmitter.on(type.toString(), handler)
-  }
-
-  once<K extends type> (type: K, handler: (event: NarrowMessage<K>) => void): void {
-    this.eventEmitter.once(type.toString(), handler)
-  }
-
   send <T extends Message> (msg: T): void {
     if (!decentralizedMessages.isPeerMessage(msg)) {
       throw new Error(`can't send this type of message: ${JSON.stringify(msg)}`)
@@ -89,13 +80,12 @@ export class PeerConnection implements EventConnection {
   }
 }
 
-export class WebSocketServer implements EventConnection {
+export class WebSocketServer extends EventEmitter<{ [K in type]: NarrowMessage<K> }> implements EventConnection {
   private constructor (
     private readonly socket: isomorphic.WebSocket,
-    private readonly eventEmitter: EventEmitter,
     private readonly validateReceived?: (msg: any) => boolean,
     private readonly validateSent?: (msg: any) => boolean
-  ) { }
+  ) { super() }
 
   static async connect (url: URL,
     validateReceived?: (msg: any) => boolean,
@@ -103,8 +93,7 @@ export class WebSocketServer implements EventConnection {
     const ws = new isomorphic.WebSocket(url)
     ws.binaryType = 'arraybuffer'
 
-    const emitter: EventEmitter = new EventEmitter()
-    const server: WebSocketServer = new WebSocketServer(ws, emitter, validateReceived, validateSent)
+    const server: WebSocketServer = new WebSocketServer(ws, validateReceived, validateSent)
 
     ws.onmessage = (event: isomorphic.MessageEvent) => {
       if (!(event.data instanceof ArrayBuffer)) {
@@ -118,7 +107,7 @@ export class WebSocketServer implements EventConnection {
         throw new Error(`invalid message received: ${JSON.stringify(msg)}`)
       }
 
-      emitter.emit(msg.type.toString() as string, msg)
+      server.emit(msg.type, msg)
     }
 
     return await new Promise((resolve, reject) => {
@@ -133,15 +122,6 @@ export class WebSocketServer implements EventConnection {
     this.socket.close()
   }
 
-  // Not straigtforward way of making sure the handler take the correct message type as a parameter, for typesafety
-  on<K extends type>(type: K, handler: (event: NarrowMessage<K>) => void): void {
-    this.eventEmitter.on(type.toString(), handler)
-  }
-
-  once<K extends type>(type: K, handler: (event: NarrowMessage<K>) => void): void {
-    this.eventEmitter.once(type.toString(), handler)
-  }
-
   send (msg: Message): void {
     if (this.validateSent !== undefined && !this.validateSent(msg)) {
       throw new Error(`can't send this type of message: ${JSON.stringify(msg)}`)
diff --git a/discojs/discojs-core/src/client/federated/base.ts b/discojs/discojs-core/src/client/federated/base.ts
index 89460bbe8..f6eb76872 100644
--- a/discojs/discojs-core/src/client/federated/base.ts
+++ b/discojs/discojs-core/src/client/federated/base.ts
@@ -54,7 +54,7 @@ export class Base extends Client {
         throw new Error(`unknown protocol: ${this.url.protocol}`)
     }
 
-    serverURL.pathname += `feai/${this.task.taskID}`
+    serverURL.pathname += `feai/${this.task.id}`
 
     this._server = await this.connectServer(serverURL)
     this.aggregator.registerNode(Base.SERVER_NODE_ID)
@@ -153,7 +153,7 @@ export class Base extends Client {
   async sendMetadata (key: MetadataKey, value: MetadataValue): Promise<void> {
     const msg: messages.SendMetadata = {
       type: type.SendMetadata,
-      taskId: this.task.taskID,
+      taskId: this.task.id,
       nodeId: this.ownId,
       round: this.aggregator.round,
       key,
@@ -174,7 +174,7 @@ export class Base extends Client {
 
     const msg: messages.ReceiveServerMetadata = {
       type: type.ReceiveServerMetadata,
-      taskId: this.task.taskID,
+      taskId: this.task.id,
       nodeId: this.ownId,
       round: this.aggregator.round,
       key
diff --git a/discojs/discojs-core/src/dataset/data/image_data.spec.ts b/discojs/discojs-core/src/dataset/data/image_data.spec.ts
index c93120481..6cd073275 100644
--- a/discojs/discojs-core/src/dataset/data/image_data.spec.ts
+++ b/discojs/discojs-core/src/dataset/data/image_data.spec.ts
@@ -6,7 +6,7 @@ import type { Task } from '../..'
 
 describe('image data checks', () => {
   const simplefaceMock: Task = {
-    taskID: 'simpleface',
+    id: 'simpleface',
     displayInformation: {},
     trainingInformation: {
       IMAGE_H: 200,
diff --git a/discojs/discojs-core/src/dataset/data/tabular_data.spec.ts b/discojs/discojs-core/src/dataset/data/tabular_data.spec.ts
index 26b610403..84a50ec24 100644
--- a/discojs/discojs-core/src/dataset/data/tabular_data.spec.ts
+++ b/discojs/discojs-core/src/dataset/data/tabular_data.spec.ts
@@ -7,9 +7,16 @@ import type { Task } from '../..'
 
 describe('tabular data checks', () => {
   const titanicMock: Task = {
-    taskID: 'titanic',
+    id: 'titanic',
     displayInformation: {},
     trainingInformation: {
+      modelID: 'titanic',
+      epochs: 1,
+      roundDuration: 1,
+      validationSplit: 0,
+      batchSize: 1,
+      dataType: 'tabular',
+      scheme: 'federated',
       inputColumns: [
         'PassengerId',
         'Age',
@@ -22,7 +29,7 @@ describe('tabular data checks', () => {
         'Survived'
       ]
     }
-  } as unknown as Task
+  }
 
   const dataConfig = {
     features: titanicMock.trainingInformation.inputColumns,
diff --git a/discojs/discojs-core/src/default_tasks/cifar10.ts b/discojs/discojs-core/src/default_tasks/cifar10.ts
index 6b4cb478f..45bab46b6 100644
--- a/discojs/discojs-core/src/default_tasks/cifar10.ts
+++ b/discojs/discojs-core/src/default_tasks/cifar10.ts
@@ -1,12 +1,12 @@
 import tf from '@tensorflow/tfjs'
 
-import type { Task, TaskProvider } from '..'
-import { data } from '..'
+import type { Model, Task, TaskProvider } from '..'
+import { data, models } from '..'
 
 export const cifar10: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'cifar10',
+      id: 'cifar10',
       displayInformation: {
         taskTitle: 'CIFAR10',
         summary: {
@@ -25,11 +25,6 @@ export const cifar10: TaskProvider = {
         roundDuration: 10,
         validationSplit: 0.2,
         batchSize: 10,
-        modelCompileData: {
-          optimizer: 'sgd',
-          loss: 'categoricalCrossentropy',
-          metrics: ['accuracy']
-        },
         dataType: 'image',
         preprocessingFunctions: [data.ImagePreprocessing.Resize],
         IMAGE_H: 224,
@@ -45,7 +40,7 @@ export const cifar10: TaskProvider = {
     }
   },
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     const mobilenet = await tf.loadLayersModel(
       'https://storage.googleapis.com/tfjs-models/tfjs/mobilenet_v1_0.25_224/model.json'
     )
@@ -54,10 +49,18 @@ export const cifar10: TaskProvider = {
       .dense({ units: 10, activation: 'softmax', name: 'denseModified' })
       .apply(x.output) as tf.SymbolicTensor
 
-    return tf.model({
+    const model = tf.model({
       inputs: mobilenet.input,
       outputs: predictions,
       name: 'modelModified'
     })
+
+    model.compile({
+      optimizer: 'sgd',
+      loss: 'categoricalCrossentropy',
+      metrics: ['accuracy']
+    })
+
+    return new models.TFJS(model)
   }
 }
diff --git a/discojs/discojs-core/src/default_tasks/geotags.ts b/discojs/discojs-core/src/default_tasks/geotags.ts
index 06c594381..b7c39c7be 100644
--- a/discojs/discojs-core/src/default_tasks/geotags.ts
+++ b/discojs/discojs-core/src/default_tasks/geotags.ts
@@ -1,14 +1,14 @@
 import { Range } from 'immutable'
 import tf from '@tensorflow/tfjs'
 
-import type { Task, TaskProvider } from '..'
-import { data } from '..'
+import type { Model, Task, TaskProvider } from '..'
+import { data, models } from '..'
 import { LabelTypeEnum } from '../task/label_type'
 
 export const geotags: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'geotags',
+      id: 'geotags',
       displayInformation: {
         taskTitle: 'GeoTags',
         summary: {
@@ -29,11 +29,6 @@ export const geotags: TaskProvider = {
         roundDuration: 10,
         validationSplit: 0.2,
         batchSize: 10,
-        modelCompileData: {
-          optimizer: 'adam',
-          loss: 'categoricalCrossentropy',
-          metrics: ['accuracy']
-        },
         dataType: 'image',
         IMAGE_H: 224,
         IMAGE_W: 224,
@@ -49,7 +44,7 @@ export const geotags: TaskProvider = {
     }
   },
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     const pretrainedModel = await tf.loadLayersModel(
       'https://storage.googleapis.com/deai-313515.appspot.com/models/geotags/model.json'
     )
@@ -67,6 +62,12 @@ export const geotags: TaskProvider = {
       ]
     })
 
-    return model
+    model.compile({
+      optimizer: 'adam',
+      loss: 'categoricalCrossentropy',
+      metrics: ['accuracy']
+    })
+
+    return new models.TFJS(model)
   }
 }
diff --git a/discojs/discojs-core/src/default_tasks/lus_covid.ts b/discojs/discojs-core/src/default_tasks/lus_covid.ts
index f1b051956..39e298a5d 100644
--- a/discojs/discojs-core/src/default_tasks/lus_covid.ts
+++ b/discojs/discojs-core/src/default_tasks/lus_covid.ts
@@ -1,12 +1,12 @@
 import tf from '@tensorflow/tfjs'
 
-import type { Task, TaskProvider } from '..'
-import { data } from '..'
+import type { Model, Task, TaskProvider } from '..'
+import { data, models } from '..'
 
 export const lusCovid: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'lus_covid',
+      id: 'lus_covid',
       displayInformation: {
         taskTitle: 'COVID Lung Ultrasound',
         summary: {
@@ -25,12 +25,6 @@ export const lusCovid: TaskProvider = {
         roundDuration: 10,
         validationSplit: 0.2,
         batchSize: 2,
-        modelCompileData: {
-          optimizer: 'sgd',
-          loss: 'binaryCrossentropy',
-          metrics: ['accuracy']
-        },
-        learningRate: 0.001,
         IMAGE_H: 100,
         IMAGE_W: 100,
         preprocessingFunctions: [data.ImagePreprocessing.Resize],
@@ -46,7 +40,7 @@ export const lusCovid: TaskProvider = {
     }
   },
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     const imageHeight = 100
     const imageWidth = 100
     const imageChannels = 3
@@ -93,6 +87,12 @@ export const lusCovid: TaskProvider = {
       activation: 'softmax'
     }))
 
-    return model
+    model.compile({
+      optimizer: tf.train.sgd(0.001),
+      loss: 'binaryCrossentropy',
+      metrics: ['accuracy']
+    })
+
+    return new models.TFJS(model)
   }
 }
diff --git a/discojs/discojs-core/src/default_tasks/mnist.ts b/discojs/discojs-core/src/default_tasks/mnist.ts
index d59421d86..d5707d76e 100644
--- a/discojs/discojs-core/src/default_tasks/mnist.ts
+++ b/discojs/discojs-core/src/default_tasks/mnist.ts
@@ -1,11 +1,12 @@
 import tf from '@tensorflow/tfjs'
 
-import type { Task, TaskProvider } from '..'
+import type { Model, Task, TaskProvider } from '..'
+import { models } from '..'
 
 export const mnist: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'mnist',
+      id: 'mnist',
       displayInformation: {
         taskTitle: 'MNIST',
         summary: {
@@ -24,11 +25,6 @@ export const mnist: TaskProvider = {
         roundDuration: 10,
         validationSplit: 0.2,
         batchSize: 30,
-        modelCompileData: {
-          optimizer: 'rmsprop',
-          loss: 'categoricalCrossentropy',
-          metrics: ['accuracy']
-        },
         dataType: 'image',
         IMAGE_H: 28,
         IMAGE_W: 28,
@@ -44,7 +40,7 @@ export const mnist: TaskProvider = {
     }
   },
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     const model = tf.sequential()
 
     model.add(
@@ -67,6 +63,12 @@ export const mnist: TaskProvider = {
     model.add(tf.layers.dense({ units: 64, activation: 'relu' }))
     model.add(tf.layers.dense({ units: 10, activation: 'softmax' }))
 
-    return model
+    model.compile({
+      optimizer: 'rmsprop',
+      loss: 'categoricalCrossentropy',
+      metrics: ['accuracy']
+    })
+
+    return new models.TFJS(model)
   }
 }
diff --git a/discojs/discojs-core/src/default_tasks/simple_face.ts b/discojs/discojs-core/src/default_tasks/simple_face.ts
index d1d09a119..4333d8a15 100644
--- a/discojs/discojs-core/src/default_tasks/simple_face.ts
+++ b/discojs/discojs-core/src/default_tasks/simple_face.ts
@@ -1,12 +1,12 @@
-import type tf from '@tensorflow/tfjs'
+import tf from '@tensorflow/tfjs'
 
-import type { Task, TaskProvider } from '..'
-import { data } from '..'
+import type { Model, Task, TaskProvider } from '..'
+import { data, models } from '..'
 
 export const simpleFace: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'simple_face',
+      id: 'simple_face',
       displayInformation: {
         taskTitle: 'Simple Face',
         summary: {
@@ -22,17 +22,10 @@ export const simpleFace: TaskProvider = {
       trainingInformation: {
         modelID: 'simple_face-model',
         epochs: 50,
-        modelURL: 'https://storage.googleapis.com/deai-313515.appspot.com/models/mobileNetV2_35_alpha_2_classes/model.json',
         roundDuration: 1,
         validationSplit: 0.2,
         batchSize: 10,
         preprocessingFunctions: [data.ImagePreprocessing.Normalize],
-        learningRate: 0.001,
-        modelCompileData: {
-          optimizer: 'sgd',
-          loss: 'categoricalCrossentropy',
-          metrics: ['accuracy']
-        },
         dataType: 'image',
         IMAGE_H: 200,
         IMAGE_W: 200,
@@ -44,7 +37,17 @@ export const simpleFace: TaskProvider = {
     }
   },
 
-  async getModel (): Promise<tf.LayersModel> {
-    throw new Error('Not implemented')
+  async getModel (): Promise<Model> {
+    const model = await tf.loadLayersModel(
+      'https://storage.googleapis.com/deai-313515.appspot.com/models/mobileNetV2_35_alpha_2_classes/model.json'
+    )
+
+    model.compile({
+      optimizer: tf.train.sgd(0.001),
+      loss: 'categoricalCrossentropy',
+      metrics: ['accuracy']
+    })
+
+    return new models.TFJS(model)
   }
 }
diff --git a/discojs/discojs-core/src/default_tasks/skin_mnist.ts b/discojs/discojs-core/src/default_tasks/skin_mnist.ts
index 4b41bb581..21d2be8ee 100644
--- a/discojs/discojs-core/src/default_tasks/skin_mnist.ts
+++ b/discojs/discojs-core/src/default_tasks/skin_mnist.ts
@@ -1,12 +1,12 @@
 import tf from '@tensorflow/tfjs'
 
-import type { Task, TaskProvider } from '..'
-import { data } from '..'
+import type { Model, Task, TaskProvider } from '..'
+import { data, models } from '..'
 
 export const skinMnist: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'skin_mnist',
+      id: 'skin_mnist',
       displayInformation: {
         taskTitle: 'Skin disease classification',
         summary: {
@@ -28,12 +28,6 @@ export const skinMnist: TaskProvider = {
         validationSplit: 0.1,
         batchSize: 32,
         preprocessingFunctions: [data.ImagePreprocessing.Normalize],
-        learningRate: 0.001,
-        modelCompileData: {
-          optimizer: 'adam',
-          loss: 'categoricalCrossentropy',
-          metrics: ['accuracy']
-        },
         dataType: 'image',
         IMAGE_H: 28,
         IMAGE_W: 28,
@@ -53,7 +47,7 @@ export const skinMnist: TaskProvider = {
     }
   },
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     const numClasses = 7
     const size = 28
 
@@ -98,6 +92,12 @@ export const skinMnist: TaskProvider = {
     model.add(tf.layers.dense({ units: 32 }))
     model.add(tf.layers.dense({ units: numClasses, activation: 'softmax' }))
 
-    return model
+    model.compile({
+      optimizer: tf.train.adam(0.001),
+      loss: 'categoricalCrossentropy',
+      metrics: ['accuracy']
+    })
+
+    return new models.TFJS(model)
   }
 }
diff --git a/discojs/discojs-core/src/default_tasks/titanic.ts b/discojs/discojs-core/src/default_tasks/titanic.ts
index ea231cb67..711e4431d 100644
--- a/discojs/discojs-core/src/default_tasks/titanic.ts
+++ b/discojs/discojs-core/src/default_tasks/titanic.ts
@@ -1,12 +1,12 @@
 import tf from '@tensorflow/tfjs'
 
-import type { Task, TaskProvider } from '..'
-import { data } from '..'
+import type { Model, Task, TaskProvider } from '..'
+import { data, models } from '..'
 
 export const titanic: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'titanic',
+      id: 'titanic',
       displayInformation: {
         taskTitle: 'Titanic',
         summary: {
@@ -53,12 +53,6 @@ export const titanic: TaskProvider = {
         validationSplit: 0.2,
         batchSize: 30,
         preprocessingFunctions: [data.TabularPreprocessing.Sanitize],
-        learningRate: 0.001,
-        modelCompileData: {
-          optimizer: 'sgd',
-          loss: 'binaryCrossentropy',
-          metrics: ['accuracy']
-        },
         dataType: 'tabular',
         inputColumns: [
           'Age',
@@ -77,7 +71,7 @@ export const titanic: TaskProvider = {
     }
   },
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     const model = tf.sequential()
 
     model.add(
@@ -92,6 +86,12 @@ export const titanic: TaskProvider = {
     model.add(tf.layers.dense({ units: 32, activation: 'relu' }))
     model.add(tf.layers.dense({ units: 1, activation: 'sigmoid' }))
 
-    return model
+    model.compile({
+      optimizer: tf.train.sgd(0.001),
+      loss: 'binaryCrossentropy',
+      metrics: ['accuracy']
+    })
+
+    return new models.TFJS(model)
   }
 }
diff --git a/discojs/discojs-core/src/index.ts b/discojs/discojs-core/src/index.ts
index 4e19e8d2b..506111dd0 100644
--- a/discojs/discojs-core/src/index.ts
+++ b/discojs/discojs-core/src/index.ts
@@ -11,9 +11,12 @@ export { WeightsContainer, aggregation } from './weights'
 export { AsyncInformant } from './async_informant'
 export { Logger, ConsoleLogger, TrainerLog } from './logging'
 export { Memory, ModelType, type ModelInfo, type Path, type ModelSource, Empty as EmptyMemory } from './memory'
-export { Disco, TrainingSchemes, type TrainingFunction, fitModelFunctions } from './training'
+export { Disco, TrainingSchemes } from './training'
 export { Validator } from './validation'
 
+export { Model } from './models'
+export * as models from './models'
+
 export * from './task'
 export * as defaultTasks from './default_tasks'
 
diff --git a/discojs/discojs-core/src/memory/base.ts b/discojs/discojs-core/src/memory/base.ts
index 59b4c85a8..7de82dad6 100644
--- a/discojs/discojs-core/src/memory/base.ts
+++ b/discojs/discojs-core/src/memory/base.ts
@@ -1,8 +1,7 @@
 // only used browser-side
 // TODO: replace IO type
-import type tf from '@tensorflow/tfjs'
 
-import type { TaskID } from '..'
+import type { Model, TaskID } from '..'
 import type { ModelType } from './model_type'
 
 /**
@@ -49,7 +48,7 @@ export abstract class Memory {
    * @param source The model source
    * @returns The model
    */
-  abstract getModel (source: ModelSource): Promise<tf.LayersModel>
+  abstract getModel (source: ModelSource): Promise<Model>
 
   /**
    * Removes the model identified by the given model source from memory.
@@ -77,7 +76,7 @@ export abstract class Memory {
    * @param source The model source
    * @param model The new model
    */
-  abstract updateWorkingModel (source: ModelSource, model: tf.LayersModel): Promise<void>
+  abstract updateWorkingModel (source: ModelSource, model: Model): Promise<void>
 
   /**
    * Creates a saved model copy from the working model identified by the given model source.
@@ -94,7 +93,7 @@ export abstract class Memory {
    * @param model The new model
    * @returns The saved model's path
    */
-  abstract saveModel (source: ModelSource, model: tf.LayersModel): Promise<Path | undefined>
+  abstract saveModel (source: ModelSource, model: Model): Promise<Path | undefined>
 
   /**
    * Moves the model identified by the model source to a file system. This is platform-dependent.
diff --git a/discojs/discojs-core/src/memory/empty.ts b/discojs/discojs-core/src/memory/empty.ts
index 6abeb2536..030222f31 100644
--- a/discojs/discojs-core/src/memory/empty.ts
+++ b/discojs/discojs-core/src/memory/empty.ts
@@ -1,4 +1,4 @@
-import type tf from '@tensorflow/tfjs'
+import type { Model } from '..'
 
 import type { ModelInfo, Path } from './base'
 import { Memory } from './base'
@@ -15,7 +15,7 @@ export class Empty extends Memory {
     return false
   }
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     throw new Error('empty')
   }
 
diff --git a/discojs/discojs-core/src/models/index.ts b/discojs/discojs-core/src/models/index.ts
new file mode 100644
index 000000000..25b868724
--- /dev/null
+++ b/discojs/discojs-core/src/models/index.ts
@@ -0,0 +1,2 @@
+export { Model } from './model'
+export { TFJS } from './tfjs'
diff --git a/discojs/discojs-core/src/models/model.ts b/discojs/discojs-core/src/models/model.ts
new file mode 100644
index 000000000..e33233304
--- /dev/null
+++ b/discojs/discojs-core/src/models/model.ts
@@ -0,0 +1,43 @@
+import type tf from '@tensorflow/tfjs'
+
+import type { WeightsContainer } from '..'
+import type { EventEmitter } from 'utils/event_emitter'
+import type { Dataset } from 'dataset'
+
+// TODO still bound to tfjs
+export type EpochLogs = tf.Logs | undefined
+export type Prediction = tf.Tensor
+export type Sample = tf.Tensor
+
+// TODO remove as it's unused and kinda internal to tf
+export interface Events extends Record<string, unknown> {
+  batchBegin: undefined
+  batchEnd: undefined
+}
+
+/** Trainable predictor */
+// TODO make it typesafe: same shape of data/input/weights
+export abstract class Model {
+  abstract get weights (): WeightsContainer
+  abstract set weights (ws: WeightsContainer)
+
+  /**
+   * Improve predictor
+   * @param trainingData dataset to optimize for
+   * @param validationData dataset to measure how well it is training
+   * @param epochs number of pass over the training datatset
+   * @param tracker watch the various steps
+   * @yields on every epoch, training can be stop by `return`ing it
+   */
+  // TODO get rid of epoch & generator as total view is across the network
+  abstract train (
+    trainingData: Dataset,
+    validationData?: Dataset,
+    epochs?: number,
+    tracker?: EventEmitter<Events>
+  ): AsyncGenerator<EpochLogs, void>
+
+  /** Predict likely values */
+  // TODO extract in separated TrainedModel?
+  abstract predict (input: Sample): Promise<Prediction>
+}
diff --git a/discojs/discojs-core/src/models/tfjs.ts b/discojs/discojs-core/src/models/tfjs.ts
new file mode 100644
index 000000000..fcfe3f417
--- /dev/null
+++ b/discojs/discojs-core/src/models/tfjs.ts
@@ -0,0 +1,96 @@
+import tf from '@tensorflow/tfjs'
+
+import { Sink } from '../utils/event_emitter'
+import { WeightsContainer } from '..'
+
+import { Model } from '.'
+import type { EpochLogs, Prediction, Sample } from './model'
+import type { Dataset } from '../dataset'
+
+export class TFJS extends Model {
+  constructor (
+    private readonly model: tf.LayersModel
+  ) {
+    super()
+
+    if (model.loss === undefined) {
+      throw new Error('TFJS models need to be compiled to be used')
+    }
+  }
+
+  override get weights (): WeightsContainer {
+    return new WeightsContainer(this.model.weights.map((w) => w.read()))
+  }
+
+  override set weights (ws: WeightsContainer) {
+    this.model.setWeights(ws.weights)
+  }
+
+  override async * train (
+    trainingData: Dataset,
+    validationData?: Dataset,
+    epochs = 1,
+    tracker = new Sink()
+  ): AsyncGenerator<EpochLogs> {
+    for (let i = 0; i < epochs; i++) {
+      let logs: tf.Logs | undefined
+
+      await this.model.fitDataset(trainingData, {
+        epochs: 1,
+        validationData,
+        callbacks: {
+          onEpochEnd: (_, cur) => { logs = cur },
+          onBatchBegin: () => { tracker.emit('batchBegin', undefined) },
+          onBatchEnd: () => { tracker.emit('batchEnd', undefined) }
+        }
+      })
+
+      yield logs
+    }
+  }
+
+  override async predict (input: Sample): Promise<Prediction> {
+    const ret = this.model.predict(input)
+    if (Array.isArray(ret)) {
+      throw new Error('prediction yield many Tensors but should have only returned one')
+    }
+
+    return ret
+  }
+
+  static async deserialize (raw: tf.io.ModelArtifacts): Promise<Model> {
+    return new this(await tf.loadLayersModel({
+      load: async () => raw
+    }))
+  }
+
+  async serialize (): Promise<tf.io.ModelArtifacts> {
+    let resolveArtifacts: (_: tf.io.ModelArtifacts) => void
+    const ret = new Promise<tf.io.ModelArtifacts>((resolve) => { resolveArtifacts = resolve })
+
+    await this.model.save({
+      save: async (artifacts) => {
+        resolveArtifacts(artifacts)
+        return {
+          modelArtifactsInfo: {
+            dateSaved: new Date(),
+            modelTopologyType: 'JSON'
+          }
+        }
+      }
+    }, {
+      includeOptimizer: true // keep model compiled
+    })
+
+    return await ret
+  }
+
+  /**
+   * extract wrapped model
+   *
+   * @deprecated use `Model` instead of relying on tf specifics
+   */
+  extract (): tf.LayersModel {
+    return this.model
+  }
+}
diff --git a/discojs/discojs-core/src/serialization/model.spec.ts b/discojs/discojs-core/src/serialization/model.spec.ts
index 728aac4ba..8d986dae8 100644
--- a/discojs/discojs-core/src/serialization/model.spec.ts
+++ b/discojs/discojs-core/src/serialization/model.spec.ts
@@ -1,28 +1,31 @@
 import { assert } from 'chai'
 import tf from '@tensorflow/tfjs'
 
-import { serialization } from '..'
+import type { Model } from '..'
+import { serialization, models } from '..'
 
-async function getRawWeights (model: tf.LayersModel): Promise<Array<[number, Float32Array]>> {
+async function getRawWeights (model: Model): Promise<Array<[number, Float32Array]>> {
   return Array.from(
     (await Promise.all(
-      model.getWeights().map(async (w) => await w.data<'float32'>()))
+      model.weights.weights.map(async (w) => await w.data<'float32'>()))
     ).entries()
   )
 }
 
 describe('model', () => {
   it('can encode what it decodes', async () => {
-    const model = tf.sequential()
-
-    model.add(
-      tf.layers.conv2d({
-        inputShape: [32, 32, 3],
-        kernelSize: 3,
-        filters: 16,
-        activation: 'relu'
-      })
-    )
+    const rawModel = tf.sequential({
+      layers: [
+        tf.layers.conv2d({
+          inputShape: [32, 32, 3],
+          kernelSize: 3,
+          filters: 16,
+          activation: 'relu'
+        })
+      ]
+    })
+    rawModel.compile({ optimizer: 'sgd', loss: 'hinge' })
+    const model = new models.TFJS(rawModel)
 
     const encoded = await serialization.model.encode(model)
     assert.isTrue(serialization.model.isEncoded(encoded))
diff --git a/discojs/discojs-core/src/serialization/model.ts b/discojs/discojs-core/src/serialization/model.ts
index ac8776569..fa4dcdd59 100644
--- a/discojs/discojs-core/src/serialization/model.ts
+++ b/discojs/discojs-core/src/serialization/model.ts
@@ -1,37 +1,31 @@
-import tf from '@tensorflow/tfjs'
 import msgpack from 'msgpack-lite'
+import type tf from '@tensorflow/tfjs'
 
-export type Encoded = number[]
+import type { Model } from '..'
+import { models } from '..'
+
+export type Encoded = Uint8Array
 
 export function isEncoded (raw: unknown): raw is Encoded {
-  return Array.isArray(raw) && raw.every((r) => typeof r === 'number')
+  return raw instanceof Uint8Array
 }
 
-export async function encode (model: tf.LayersModel): Promise<Encoded> {
-  const saved = await new Promise((resolve) => {
-    void model.save({
-      save: async (artifacts) => {
-        resolve(artifacts)
-        return {
-          modelArtifactsInfo: {
-            dateSaved: new Date(),
-            modelTopologyType: 'JSON'
-          }
-        }
-      }
-    })
-  })
+export async function encode (model: Model): Promise<Encoded> {
+  if (model instanceof models.TFJS) {
+    const serialized = await model.serialize()
+    return msgpack.encode(serialized)
+  }
 
-  return [...msgpack.encode(saved).values()]
+  throw new Error('unknown model type')
 }
 
-export async function decode (encoded: unknown): Promise<tf.LayersModel> {
-  if (!Array.isArray(encoded) || encoded.some((v) => typeof v !== 'number')) {
-    throw new Error('invalid encoded model shape')
+export async function decode (encoded: unknown): Promise<Model> {
+  if (!isEncoded(encoded)) {
+    throw new Error('invalid encoding')
   }
   const raw = msgpack.decode(encoded)
 
-  return await tf.loadLayersModel({
-    load: () => raw
-  })
+  // TODO how to select model type? prepend with model id
+  // TODO totally unsafe casting
+  return await models.TFJS.deserialize(raw as tf.io.ModelArtifacts)
 }
diff --git a/discojs/discojs-core/src/task/model_compile_data.ts b/discojs/discojs-core/src/task/model_compile_data.ts
deleted file mode 100644
index c6eed63e3..000000000
--- a/discojs/discojs-core/src/task/model_compile_data.ts
+++ /dev/null
@@ -1,36 +0,0 @@
-export function isModelCompileData (raw: unknown): raw is ModelCompileData {
-  if (typeof raw !== 'object') {
-    return false
-  }
-  if (raw === null) {
-    return false
-  }
-
-  const {
-    optimizer,
-    loss,
-    metrics
-  } = raw as Record<'optimizer' | 'loss' | 'metrics', unknown | undefined>
-
-  if (
-    typeof optimizer !== 'string' ||
-    typeof loss !== 'string'
-  ) {
-    return false
-  }
-
-  if (!(
-    Array.isArray(metrics) &&
-    metrics.every((e) => typeof e === 'string')
-  )) {
-    return false
-  }
-
-  return true
-}
-
-export interface ModelCompileData {
-  optimizer: string
-  loss: string
-  metrics: string[]
-}
diff --git a/discojs/discojs-core/src/task/task.ts b/discojs/discojs-core/src/task/task.ts
index 82828ac47..1bd3e5498 100644
--- a/discojs/discojs-core/src/task/task.ts
+++ b/discojs/discojs-core/src/task/task.ts
@@ -16,10 +16,10 @@ export function isTask (raw: unknown): raw is Task {
     return false
   }
 
-  const { taskID, digest, displayInformation, trainingInformation } = raw as
-    Record<'taskID' | 'digest' | 'displayInformation' | 'trainingInformation', unknown | undefined>
+  const { id, digest, displayInformation, trainingInformation } = raw as
+    Record<'id' | 'digest' | 'displayInformation' | 'trainingInformation', unknown | undefined>
 
-  if (typeof taskID !== 'string') {
+  if (!isTaskID(id)) {
     return false
   }
   if (digest !== undefined && !isDigest(digest)) {
@@ -33,14 +33,13 @@ export function isTask (raw: unknown): raw is Task {
   }
 
   // eslint-disable-next-line @typescript-eslint/no-unused-vars
-  const _: Task = { taskID, displayInformation, trainingInformation }
+  const _: Task = { id, displayInformation, trainingInformation }
 
   return true
 }
 
 export interface Task {
-  // TODO rename to ID
-  taskID: TaskID
+  id: TaskID
   digest?: Digest
   displayInformation: DisplayInformation
   trainingInformation: TrainingInformation
diff --git a/discojs/discojs-core/src/task/task_handler.ts b/discojs/discojs-core/src/task/task_handler.ts
index 9a70f5e1b..e99021477 100644
--- a/discojs/discojs-core/src/task/task_handler.ts
+++ b/discojs/discojs-core/src/task/task_handler.ts
@@ -1,8 +1,9 @@
 import axios from 'axios'
 import { Map } from 'immutable'
-import type tf from '@tensorflow/tfjs'
 
-import { serialization, WeightsContainer } from '..'
+import type { Model } from '..'
+import { serialization } from '..'
+
 import type { Task, TaskID } from './task'
 import { isTask } from './task'
 
@@ -11,14 +12,14 @@ const TASK_ENDPOINT = 'tasks'
 export async function pushTask (
   url: URL,
   task: Task,
-  model: tf.LayersModel
+  model: Model
 ): Promise<void> {
   await axios.post(
     url.href + TASK_ENDPOINT,
     {
       task,
       model: await serialization.model.encode(model),
-      weights: await serialization.weights.encode(WeightsContainer.from(model))
+      weights: await serialization.weights.encode(model.weights)
     }
   )
 }
@@ -31,5 +32,5 @@ export async function fetchTasks (url: URL): Promise<Map<TaskID, Task>> {
     throw new Error('invalid tasks response')
   }
 
-  return Map(tasks.map((t) => [t.taskID, t]))
+  return Map(tasks.map((t) => [t.id, t]))
 }
diff --git a/discojs/discojs-core/src/task/task_provider.ts b/discojs/discojs-core/src/task/task_provider.ts
index 31af016bd..4aeb0725e 100644
--- a/discojs/discojs-core/src/task/task_provider.ts
+++ b/discojs/discojs-core/src/task/task_provider.ts
@@ -1,10 +1,9 @@
-import type tf from '@tensorflow/tfjs'
-
-import type { Task } from '..'
+import type { Model, Task } from '..'
 
 export interface TaskProvider {
   getTask: () => Task
-  getModel: () => Promise<tf.LayersModel>
+  // Create the corresponding model ready for training (compiled)
+  getModel: () => Promise<Model>
 }
 
 export function isTaskProvider (obj: any): obj is TaskProvider {
diff --git a/discojs/discojs-core/src/task/training_information.ts b/discojs/discojs-core/src/task/training_information.ts
index 6806b4366..bd2e13956 100644
--- a/discojs/discojs-core/src/task/training_information.ts
+++ b/discojs/discojs-core/src/task/training_information.ts
@@ -1,6 +1,5 @@
 import { type AggregatorChoice } from '../aggregator/get'
 import { type Preprocessing } from '../dataset/data/preprocessing'
-import { isModelCompileData, type ModelCompileData } from './model_compile_data'
 
 export function isTrainingInformation (raw: unknown): raw is TrainingInformation {
   if (typeof raw !== 'object') {
@@ -17,15 +16,12 @@ export function isTrainingInformation (raw: unknown): raw is TrainingInformation
     'roundDuration' |
     'validationSplit' |
     'batchSize' |
-    'modelCompileData' |
     'modelID' |
     'preprocessingFunctions' |
     'inputColumns' |
     'outputColumns' |
     'IMAGE_H' |
     'IMAGE_W' |
-    'modelURL' |
-    'learningRate' |
     'decentralizedSecure' |
     'maxShareValue' |
     'minimumReadyPeers' |
@@ -41,7 +37,6 @@ export function isTrainingInformation (raw: unknown): raw is TrainingInformation
     // roundDuration,
     validationSplit,
     batchSize,
-    modelCompileData,
     modelID,
     preprocessingFunctions,
     inputColumns,
@@ -49,8 +44,6 @@ export function isTrainingInformation (raw: unknown): raw is TrainingInformation
     IMAGE_H,
     IMAGE_W,
     roundDuration,
-    modelURL,
-    learningRate,
     decentralizedSecure,
     maxShareValue,
     minimumReadyPeers,
@@ -67,10 +60,8 @@ export function isTrainingInformation (raw: unknown): raw is TrainingInformation
     typeof batchSize !== 'number' ||
     typeof roundDuration !== 'number' ||
     typeof validationSplit !== 'number' ||
-    (modelURL !== undefined && typeof modelURL !== 'string') ||
     (noiseScale !== undefined && typeof noiseScale !== 'number') ||
     (clippingRadius !== undefined && typeof clippingRadius !== 'number') ||
-    (learningRate !== undefined && typeof learningRate !== 'number') ||
     (decentralizedSecure !== undefined && typeof decentralizedSecure !== 'boolean') ||
     (maxShareValue !== undefined && typeof maxShareValue !== 'number') ||
     (minimumReadyPeers !== undefined && typeof minimumReadyPeers !== 'number') ||
@@ -103,10 +94,6 @@ export function isTrainingInformation (raw: unknown): raw is TrainingInformation
       break
   }
 
-  if (!isModelCompileData(modelCompileData)) {
-    return false
-  }
-
   if (
     LABEL_LIST !== undefined && !(
       Array.isArray(LABEL_LIST) && LABEL_LIST.every((e) => typeof e === 'string')
@@ -138,8 +125,6 @@ export interface TrainingInformation {
   batchSize: number
   // preprocessingFunctions: preprocessing functions such as resize and normalize
   preprocessingFunctions?: Preprocessing[]
-  // modelCompileData: interface of additional training information (optimizer, loss and metrics)
-  modelCompileData: ModelCompileData
   // dataType, e.g. image or tabular
   dataType: string
   // inputColumns: for tabular data, the columns to be chosen as input data for the model
@@ -150,13 +135,9 @@ export interface TrainingInformation {
   IMAGE_H?: number
   // IMAGE_W width of image (or RESIZED_IMAGE_W if ImagePreprocessing.Resize in preprocessingFunctions)
   IMAGE_W?: number
-  // Model URL to download the base task model from. Useful for pretrained or/and hosted models.
-  modelURL?: string
   // LABEL_LIST of classes, e.g. if two class of images, one with dogs and one with cats, then we would
   // define ['dogs', 'cats'].
   LABEL_LIST?: string[]
-  // learningRate: learning rate for the optimizer
-  learningRate?: number
   // scheme: Distributed training scheme, i.e. Federated and Decentralized
   scheme: string
   // noiseScale: Differential Privacy (DP): Affects the variance of the Gaussian noise added to the models / model updates.
diff --git a/discojs/discojs-core/src/training/disco.ts b/discojs/discojs-core/src/training/disco.ts
index b40082605..c9d33cbb5 100644
--- a/discojs/discojs-core/src/training/disco.ts
+++ b/discojs/discojs-core/src/training/disco.ts
@@ -6,8 +6,7 @@ import {
   type TrainingInformant, informant as informants,
   TrainingSchemes,
   type Memory, EmptyMemory,
-  ConsoleLogger,
-  type TrainingFunction
+  ConsoleLogger
 } from '..'
 import { type Trainer } from './trainer/trainer'
 import { TrainerBuilder } from './trainer/trainer_builder'
@@ -23,7 +22,6 @@ export interface DiscoOptions {
   informant?: TrainingInformant
   logger?: Logger
   memory?: Memory
-  customTrainingFunction?: TrainingFunction
 }
 
 /**
@@ -91,7 +89,7 @@ export class Disco {
     if (options.client.task !== task) {
       throw new Error('client not setup for given task')
     }
-    if (options.informant.task.taskID !== task.taskID) {
+    if (options.informant.task.id !== task.id) {
       throw new Error('informant not setup for given task')
     }
 
@@ -101,7 +99,7 @@ export class Disco {
     this.memory = options.memory
     this.logger = options.logger
 
-    const trainerBuilder = new TrainerBuilder(this.memory, this.task, options.informant, options.customTrainingFunction)
+    const trainerBuilder = new TrainerBuilder(this.memory, this.task, options.informant)
     this.trainer = trainerBuilder.build(this.aggregator, this.client, options.scheme !== TrainingSchemes.LOCAL)
   }
 
diff --git a/discojs/discojs-core/src/training/index.ts b/discojs/discojs-core/src/training/index.ts
index cdfcf95c6..5e6485079 100644
--- a/discojs/discojs-core/src/training/index.ts
+++ b/discojs/discojs-core/src/training/index.ts
@@ -1,3 +1,2 @@
 export { Disco } from './disco'
-export { type TrainingFunction, fitModelFunctions } from './training_functions'
 export { TrainingSchemes } from './training_schemes'
diff --git a/discojs/discojs-core/src/training/trainer/distributed_trainer.ts b/discojs/discojs-core/src/training/trainer/distributed_trainer.ts
index 61bf94632..b66521be4 100644
--- a/discojs/discojs-core/src/training/trainer/distributed_trainer.ts
+++ b/discojs/discojs-core/src/training/trainer/distributed_trainer.ts
@@ -1,8 +1,8 @@
 import type tf from '@tensorflow/tfjs'
 
-import type { Memory, Task, TrainingInformant, TrainingFunction, client as clients } from '../..'
-import { WeightsContainer } from '../..'
+import type { Model, Memory, Task, TrainingInformant, client as clients } from '../..'
 import type { Aggregator } from '../../aggregator'
+
 import { Trainer } from './trainer'
 
 /**
@@ -18,44 +18,36 @@ export class DistributedTrainer extends Trainer {
     task: Task,
     trainingInformant: TrainingInformant,
     memory: Memory,
-    model: tf.LayersModel,
-    private readonly client: clients.Client,
-    trainModelFunction?: TrainingFunction
+    model: Model,
+    private readonly client: clients.Client
   ) {
-    super(task, trainingInformant, memory, model, trainModelFunction)
+    super(task, trainingInformant, memory, model)
     this.aggregator = this.client.aggregator
     this.aggregator.setModel(model)
   }
 
   async onTrainBegin (logs?: tf.Logs): Promise<void> {
     await super.onTrainBegin(logs)
-
-    const weights = WeightsContainer.from(this.model)
-
-    await this.client.onTrainBeginCommunication(weights, this.trainingInformant)
+    await this.client.onTrainBeginCommunication(this.model.weights, this.trainingInformant)
   }
 
   async onRoundBegin (accuracy: number): Promise<void> {
-    const weights = WeightsContainer.from(this.model)
-
-    await this.client.onRoundBeginCommunication(weights, this.roundTracker.round, this.trainingInformant)
+    await this.client.onRoundBeginCommunication(this.model.weights, this.roundTracker.round, this.trainingInformant)
   }
 
   /**
    * Callback called every time a round is over
    */
   async onRoundEnd (accuracy: number): Promise<void> {
-    const weights = WeightsContainer.from(this.model)
-
-    await this.client.onRoundEndCommunication(weights, this.roundTracker.round, this.trainingInformant)
+    await this.client.onRoundEndCommunication(this.model.weights, this.roundTracker.round, this.trainingInformant)
     if (this.aggregator.model !== undefined) {
       // The aggregator's own aggregation is async. The trainer updates its model to match the aggregator's
       // after it has completed a round of training.
-      this.model.setWeights(this.aggregator.model.getWeights())
+      this.model.weights = this.aggregator.model.weights
     }
 
     await this.memory.updateWorkingModel(
-      { taskID: this.task.taskID, name: this.task.trainingInformation.modelID },
+      { taskID: this.task.id, name: this.task.trainingInformation.modelID },
       this.model
     )
   }
diff --git a/discojs/discojs-core/src/training/trainer/local_trainer.ts b/discojs/discojs-core/src/training/trainer/local_trainer.ts
index 521982a9e..5ee597e5d 100644
--- a/discojs/discojs-core/src/training/trainer/local_trainer.ts
+++ b/discojs/discojs-core/src/training/trainer/local_trainer.ts
@@ -11,7 +11,7 @@ export class LocalTrainer extends Trainer {
   async onRoundEnd (accuracy: number): Promise<void> {
     console.log('on round end')
     await this.memory.updateWorkingModel(
-      { taskID: this.task.taskID, name: this.task.trainingInformation.modelID },
+      { taskID: this.task.id, name: this.task.trainingInformation.modelID },
       this.model
     )
   }
diff --git a/discojs/discojs-core/src/training/trainer/trainer.ts b/discojs/discojs-core/src/training/trainer/trainer.ts
index fea2a8dcf..eea1d866f 100644
--- a/discojs/discojs-core/src/training/trainer/trainer.ts
+++ b/discojs/discojs-core/src/training/trainer/trainer.ts
@@ -1,11 +1,11 @@
 import type tf from '@tensorflow/tfjs'
 
-import type { Memory, Task, TrainingInformant, TrainingFunction } from '../..'
-import { fitModelFunctions } from '../..'
+import type { Memory, Model, Task, TrainingInformant } from '../..'
 
 import { RoundTracker } from './round_tracker'
 import type { TrainerLog } from '../../logging/trainer_logger'
 import { TrainerLogger } from '../../logging/trainer_logger'
+import { EventEmitter } from '../../utils/event_emitter'
 
 /** Abstract class whose role is to train a model with a given dataset. This can be either done
  * locally (alone) or in a distributed way with collaborators. The Trainer works as follows:
@@ -19,11 +19,9 @@ import { TrainerLogger } from '../../logging/trainer_logger'
 export abstract class Trainer {
   public readonly roundTracker: RoundTracker
 
-  private stopTrainingRequested = false
+  private training?: AsyncGenerator<tf.Logs | undefined, void>
   private readonly trainerLogger: TrainerLogger
 
-  private readonly fitModelFunction: TrainingFunction
-
   /**
    * Constructs the training manager.
    * @param task the trained task
@@ -33,12 +31,10 @@ export abstract class Trainer {
     public readonly task: Task,
     public readonly trainingInformant: TrainingInformant,
     public readonly memory: Memory,
-    public readonly model: tf.LayersModel,
-    fitModelFunction?: TrainingFunction
+    public readonly model: Model
   ) {
     this.trainerLogger = new TrainerLogger()
     this.roundTracker = new RoundTracker(task.trainingInformation.roundDuration)
-    this.fitModelFunction = fitModelFunction ?? fitModelFunctions.default
   }
 
   protected abstract onRoundBegin (accuracy: number): Promise<void>
@@ -57,7 +53,6 @@ export abstract class Trainer {
     }
 
     this.roundTracker.updateBatch()
-    this.stopTrainModelIfRequested()
 
     if (this.roundTracker.roundHasEnded()) {
       await this.onRoundEnd(logs.acc)
@@ -105,7 +100,7 @@ export abstract class Trainer {
    * Request stop training to be used from the Disco instance or any class that is taking care of the trainer.
    */
   async stopTraining (): Promise<void> {
-    this.stopTrainingRequested = true
+    await this.training?.return()
   }
 
   /**
@@ -116,18 +111,39 @@ export abstract class Trainer {
     dataset: tf.data.Dataset<tf.TensorContainer>,
     valDataset: tf.data.Dataset<tf.TensorContainer>
   ): Promise<void> {
-    this.resetStopTrainerState()
+    if (this.training !== undefined) {
+      throw new Error('training already running, cancel it before launching a new one')
+    }
 
-    await this.fitModelFunction(this.model,
-      this.task.trainingInformation,
+    await this.onTrainBegin()
+
+    this.training = this.model.train(
       dataset,
       valDataset,
-      (e, l) => { this.onEpochBegin(e, l) },
-      (e, l) => { this.onEpochEnd(e, l) },
-      async (e, l) => { await this.onBatchBegin(e, l) },
-      async (e, l) => { await this.onBatchEnd(e, l) },
-      async (l) => { await this.onTrainBegin(l) },
-      async (l) => { await this.onTrainEnd(l) })
+      this.task.trainingInformation.epochs,
+      new EventEmitter({
+        // TODO implement
+        // epochBegin: () => this.onEpochBegin(),
+        // epochEnd: () => this.onEpochEnd(),
+        // batchBegin: async () => await this.onBatchBegin(),
+        // batchEnd: async () => await this.onBatchEnd(),
+      })
+    )
+
+    let epoch = 0
+    this.onEpochBegin(epoch)
+    for await (const logs of this.training) {
+      this.onEpochEnd(epoch, logs)
+
+      epoch += 1
+      if (epoch < this.task.trainingInformation.epochs) {
+        this.onEpochBegin(epoch + 1)
+      }
+    }
+
+    this.training = undefined
+
+    await this.onTrainEnd()
   }
 
   /**
@@ -137,24 +153,6 @@ export abstract class Trainer {
     return +(accuracy * 100).toFixed(decimalsToRound)
   }
 
-  /**
-   * reset stop training state
-   */
-  protected resetStopTrainerState (): void {
-    this.model.stopTraining = false
-    this.stopTrainingRequested = false
-  }
-
-  /**
-   * If stop training is requested, do so
-   */
-  protected stopTrainModelIfRequested (): void {
-    if (this.stopTrainingRequested) {
-      this.model.stopTraining = true
-      this.stopTrainingRequested = false
-    }
-  }
-
   getTrainerLog (): TrainerLog {
     return this.trainerLogger.log
   }
diff --git a/discojs/discojs-core/src/training/trainer/trainer_builder.ts b/discojs/discojs-core/src/training/trainer/trainer_builder.ts
index c32122a43..2d7719349 100644
--- a/discojs/discojs-core/src/training/trainer/trainer_builder.ts
+++ b/discojs/discojs-core/src/training/trainer/trainer_builder.ts
@@ -1,6 +1,4 @@
-import type tf from '@tensorflow/tfjs'
-
-import type { client as clients, Task, TrainingInformant, TrainingFunction, ModelInfo, Memory } from '../..'
+import type { client as clients, Model, Task, TrainingInformant, ModelInfo, Memory } from '../..'
 import { ModelType } from '../..'
 import type { Aggregator } from '../../aggregator'
 
@@ -15,8 +13,7 @@ export class TrainerBuilder {
   constructor (
     private readonly memory: Memory,
     private readonly task: Task,
-    private readonly trainingInformant: TrainingInformant,
-    private readonly trainingFunction?: TrainingFunction
+    private readonly trainingInformant: TrainingInformant
   ) {}
 
   /**
@@ -34,16 +31,14 @@ export class TrainerBuilder {
         this.trainingInformant,
         this.memory,
         model,
-        client,
-        this.trainingFunction
+        client
       )
     } else {
       return new LocalTrainer(
         this.task,
         this.trainingInformant,
         this.memory,
-        model,
-        this.trainingFunction
+        model
       )
     }
   }
@@ -52,41 +47,18 @@ export class TrainerBuilder {
    * If a model exists in memory, laod it, otherwise load model from server
    * @returns
    */
-  private async getModel (client: clients.Client): Promise<tf.LayersModel> {
+  private async getModel (client: clients.Client): Promise<Model> {
     const modelID = this.task.trainingInformation?.modelID
     if (modelID === undefined) {
       throw new TypeError('model ID is undefined')
     }
 
-    const info: ModelInfo = { type: ModelType.WORKING, taskID: this.task.taskID, name: modelID }
+    const info: ModelInfo = { type: ModelType.WORKING, taskID: this.task.id, name: modelID }
 
     const model = await (
       await this.memory.contains(info) ? this.memory.getModel(info) : client.getLatestModel()
     )
 
-    return await this.updateModelInformation(model)
-  }
-
-  private async updateModelInformation (model: tf.LayersModel): Promise<tf.LayersModel> {
-    // Continue local training from previous epoch checkpoint
-    if (model.getUserDefinedMetadata() === undefined) {
-      model.setUserDefinedMetadata({ epoch: 0 })
-    }
-
-    const info = this.task.trainingInformation
-    if (info === undefined) {
-      throw new TypeError('training information is undefined')
-    }
-
-    model.compile(info.modelCompileData)
-
-    if (info.learningRate !== undefined) {
-      // TODO: Not the right way to change learningRate and hence we cast to any
-      // the right way is to construct the optimiser and pass learningRate via
-      // argument.
-      (model.optimizer as any).learningRate = info.learningRate
-    }
-
     return model
   }
 }
diff --git a/discojs/discojs-core/src/training/training_functions.ts b/discojs/discojs-core/src/training/training_functions.ts
deleted file mode 100644
index 286cc9622..000000000
--- a/discojs/discojs-core/src/training/training_functions.ts
+++ /dev/null
@@ -1,54 +0,0 @@
-import type tf from '@tensorflow/tfjs'
-
-import type { TrainingInformation } from '..'
-
-/**
- * The training function is the function that will be called to train the model.
- * The model is trained locally with the given dataset, which means that it will only have access to the data of the user local machine.
- * This all happens in the client, so this data is not sent to the server, only the resulting model is.
- *
- * Every few batches, represented by the round duration ('onRoundEnd' trainer function), the model will be updated with the new aggregated weights (in the case of the distributed trainer). Depending on the training scheme, weights are aggregated on the server (federated), or between peers (decentralized).
- * The following trainings will be done with the updated model.
- * You need to be aware that the model is subject to regular changes in your training functions.
- */
-export type TrainingFunction =
-  (
-    model: tf.LayersModel,
-    trainingInformation: TrainingInformation,
-    dataset: tf.data.Dataset<tf.TensorContainer>,
-    valDataset: tf.data.Dataset<tf.TensorContainer>,
-    onEpochBegin: (epoch: number, logs?: tf.Logs) => void,
-    onEpochEnd: (epoch: number, logs?: tf.Logs) => void,
-    onBatchBegin: (epoch: number, logs?: tf.Logs) => Promise<void>,
-    onBatchEnd: (epoch: number, logs?: tf.Logs) => Promise<void>,
-    onTrainBegin: (logs?: tf.Logs) => Promise<void>,
-    onTrainEnd: (logs?: tf.Logs) => Promise<void>
-  ) => Promise<void>
-
-/**
- * Default training method used when none specified. Simply use the tensorflow fitDataset method.
- */
-const defaultTraining: TrainingFunction = async (
-  model, trainingInformation, dataset, valDataset, onEpochBegin, onEpochEnd, onBatchBegin, onBatchEnd, onTrainBegin, onTrainEnd
-) => {
-  await model.fitDataset(dataset, {
-    epochs: trainingInformation.epochs,
-    validationData: valDataset,
-    callbacks: {
-      onEpochBegin,
-      onEpochEnd,
-      onBatchBegin,
-      onBatchEnd,
-      onTrainBegin,
-      onTrainEnd
-    }
-  })
-}
-
-enum TrainingType {
-  default = 'default'
-}
-
-export const fitModelFunctions: Record<TrainingType, TrainingFunction> = {
-  default: defaultTraining
-}
diff --git a/discojs/discojs-core/src/utils/event_emitter.ts b/discojs/discojs-core/src/utils/event_emitter.ts
new file mode 100644
index 000000000..5b6b4f466
--- /dev/null
+++ b/discojs/discojs-core/src/utils/event_emitter.ts
@@ -0,0 +1,72 @@
+// inspired by https://danilafe.com/blog/typescript_typesafe_events/
+
+import { List } from 'immutable'
+
+type Listener<T> = (_: T) => void
+
+/**
+ * Call handlers on given events
+ *
+ * @typeParam I object/mapping from event name to emitted value type
+ */
+export class EventEmitter<I extends Record<string, unknown>> {
+  private listeners: {
+    [E in keyof I]?: List<[once: boolean, _: Listener<I[E]>]>;
+  } = {}
+
+  /**
+   * @param initialListeners object/mapping of event name to listener, as if using `on` on created instance
+   */
+  constructor (
+    initialListeners: {
+      [E in keyof I]?: Listener<I[E]>;
+    } = {}
+  ) {
+    for (const event in initialListeners) {
+      const listener = initialListeners[event]
+      if (listener !== undefined) {
+        this.on(event, listener)
+      }
+    }
+  }
+
+  /**
+   * Register listener to call on event
+   *
+   * @param event event name to listen to
+   * @param listener handler to call
+   */
+  on<E extends keyof I>(event: E, listener: Listener<I[E]>): void {
+    const eventListeners = this.listeners[event] ?? List()
+    this.listeners[event] = eventListeners.push([false, listener])
+  }
+
+  /**
+   * Register listener to call once on next event
+   *
+   * @param event event name to listen to
+   * @param listener handler to call next time
+   */
+  once<E extends keyof I>(event: E, listener: Listener<I[E]>): void {
+    const eventListeners = this.listeners[event] ?? List()
+    this.listeners[event] = eventListeners.push([true, listener])
+  }
+
+  /**
+   * Send value to registered listeners of event name
+   *
+   * @param event send to listeners of event name
+   * @param value what to call listeners with
+   */
+  emit<E extends keyof I>(event: E, value: I[E]): void {
+    const eventListeners = this.listeners[event] ?? List()
+    this.listeners[event] = eventListeners.filterNot(([once]) => once)
+
+    eventListeners.forEach(([_, listener]) => {
+      listener(value)
+    })
+  }
+}
+
+/** `EventEmitter` for all events */
+export class Sink extends EventEmitter<Record<string, unknown>> {}
diff --git a/discojs/discojs-core/src/validation/validator.spec.ts b/discojs/discojs-core/src/validation/validator.spec.ts
index 24d3a7db5..f13218a03 100644
--- a/discojs/discojs-core/src/validation/validator.spec.ts
+++ b/discojs/discojs-core/src/validation/validator.spec.ts
@@ -5,23 +5,22 @@ import type { Task, data } from '../..'
 import { Validator, ConsoleLogger, EmptyMemory, client as clients, aggregator, defaultTasks } from '../..'
 import { NodeImageLoader, NodeTabularLoader } from '@epfml/discojs-node'
 
-const simplefaceMock = {
-  taskID: 'simple_face',
+const simplefaceMock: Task = {
+  id: 'simple_face',
   displayInformation: {},
   trainingInformation: {
     modelID: 'simple_face-model',
+    epochs: 1,
     batchSize: 4,
+    roundDuration: 1,
+    validationSplit: 0,
+    scheme: 'federated',
     dataType: 'image',
     IMAGE_H: 200,
     IMAGE_W: 200,
-    LABEL_LIST: ['child', 'adult'],
-    modelCompileData: {
-      optimizer: 'sgd',
-      loss: 'categoricalCrossentropy',
-      metrics: ['accuracy']
-    }
+    LABEL_LIST: ['child', 'adult']
   }
-} as unknown as Task
+}
 
 describe('validator', () => {
   it('simple_face validator', async () => {
diff --git a/discojs/discojs-core/src/validation/validator.ts b/discojs/discojs-core/src/validation/validator.ts
index 832613a3a..fff18c513 100644
--- a/discojs/discojs-core/src/validation/validator.ts
+++ b/discojs/discojs-core/src/validation/validator.ts
@@ -1,7 +1,7 @@
 import { List } from 'immutable'
 import tf from '@tensorflow/tfjs'
 
-import type { data, Task, Logger, client as clients, Memory, ModelSource, Features } from '..'
+import type { data, Model, Task, Logger, client as clients, Memory, ModelSource, Features } from '..'
 import { GraphInformant } from '..'
 
 export class Validator {
@@ -21,11 +21,14 @@ export class Validator {
     }
   }
 
-  private getLabel (ys: tf.Tensor): Float32Array | Int32Array | Uint8Array {
-    if (this.task.trainingInformation.modelCompileData.loss === 'binaryCrossentropy') {
-      return ys.greaterEqual(tf.scalar(0.5)).dataSync()
-    } else {
-      return ys.argMax(1).dataSync()
+  private async getLabel (ys: tf.Tensor): Promise<Float32Array | Int32Array | Uint8Array> {
+    switch (ys.shape[1]) {
+      case 1:
+        return await ys.greaterEqual(tf.scalar(0.5)).data()
+      case 2:
+        return await ys.argMax(1).data()
+      default:
+        throw new Error(`unable to reduce tensor of shape: ${ys.shape.toString()}`)
     }
   }
 
@@ -47,8 +50,8 @@ export class Validator {
       .mapAsync(async e => {
         if (typeof e === 'object' && 'xs' in e && 'ys' in e) {
           const xs = e.xs as tf.Tensor
-          const ys = this.getLabel(e.ys as tf.Tensor)
-          const pred = this.getLabel(model.predict(xs, { batchSize }) as tf.Tensor)
+          const ys = await this.getLabel(e.ys as tf.Tensor)
+          const pred = await this.getLabel(await model.predict(xs))
 
           const currentFeatures = await xs.array()
           if (Array.isArray(currentFeatures)) {
@@ -112,7 +115,7 @@ export class Validator {
           throw new TypeError('Data format is incorrect')
         }
 
-        const pred = this.getLabel(model.predict(xs, { batchSize }) as tf.Tensor)
+        const pred = await this.getLabel(await model.predict(xs))
         return Array.from(pred)
       }).toArray()).flat()
 
@@ -121,7 +124,7 @@ export class Validator {
       .toArray()
   }
 
-  async getModel (): Promise<tf.LayersModel> {
+  async getModel (): Promise<Model> {
     if (this.source !== undefined && await this.memory.contains(this.source)) {
       return await this.memory.getModel(this.source)
     }
diff --git a/discojs/discojs-core/src/weights/weights_container.ts b/discojs/discojs-core/src/weights/weights_container.ts
index 6bc262844..2cf8af864 100644
--- a/discojs/discojs-core/src/weights/weights_container.ts
+++ b/discojs/discojs-core/src/weights/weights_container.ts
@@ -121,13 +121,4 @@ export class WeightsContainer {
   static of (...weights: TensorLike[]): WeightsContainer {
     return new this(weights)
   }
-
-  /**
-   * Instantiates a new weights container from the given model's weights.
-   * @param model The TF.js model
-   * @returns The instantiated weights container
-   */
-  static from (model: tf.LayersModel): WeightsContainer {
-    return new this(model.weights.map((w) => w.read()))
-  }
 }
diff --git a/discojs/discojs-node/src/data/image_loader.spec.ts b/discojs/discojs-node/src/data/image_loader.spec.ts
index dda02de96..d7336753d 100644
--- a/discojs/discojs-node/src/data/image_loader.spec.ts
+++ b/discojs/discojs-node/src/data/image_loader.spec.ts
@@ -16,24 +16,38 @@ const DIRS = {
 }
 
 const cifar10Mock: Task = {
-  taskID: 'cifar10',
+  id: 'cifar10',
   displayInformation: {},
   trainingInformation: {
+    modelID: 'cifar10',
+    epochs: 1,
+    roundDuration: 1,
+    batchSize: 1,
+    dataType: 'tabular',
+    validationSplit: 0,
+    scheme: 'federated',
     IMAGE_H: 32,
     IMAGE_W: 32,
     LABEL_LIST: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
   }
-} as unknown as Task
+}
 
 const mnistMock: Task = {
-  taskID: 'mnist',
+  id: 'mnist',
   displayInformation: {},
   trainingInformation: {
+    modelID: 'mnist',
+    epochs: 1,
+    roundDuration: 1,
+    batchSize: 1,
+    dataType: 'tabular',
+    validationSplit: 0,
+    scheme: 'federated',
     IMAGE_H: 28,
     IMAGE_W: 28,
     LABEL_LIST: ['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']
   }
-} as unknown as Task
+}
 
 const LOADERS = {
   CIFAR10: new ImageLoader(cifar10Mock),
diff --git a/discojs/discojs-node/src/data/tabular_loader.spec.ts b/discojs/discojs-node/src/data/tabular_loader.spec.ts
index 22c969d9c..4cd2d241c 100644
--- a/discojs/discojs-node/src/data/tabular_loader.spec.ts
+++ b/discojs/discojs-node/src/data/tabular_loader.spec.ts
@@ -9,9 +9,16 @@ import { TabularLoader } from './tabular_loader'
 const inputFiles = ['../../example_training_data/titanic_train.csv']
 
 const titanicMock: Task = {
-  taskID: 'titanic',
+  id: 'titanic',
   displayInformation: {},
   trainingInformation: {
+    modelID: 'titanic',
+    epochs: 1,
+    roundDuration: 1,
+    validationSplit: 0,
+    batchSize: 1,
+    dataType: 'tabular',
+    scheme: 'federated',
     inputColumns: [
       'PassengerId',
       'Age',
@@ -24,7 +31,7 @@ const titanicMock: Task = {
       'Survived'
     ]
   }
-} as unknown as Task
+}
 
 describe('tabular loader', () => {
   it('loads a single sample', async () => {
diff --git a/discojs/discojs-web/src/memory/memory.ts b/discojs/discojs-web/src/memory/memory.ts
index ab7296d20..654818ae7 100644
--- a/discojs/discojs-web/src/memory/memory.ts
+++ b/discojs/discojs-web/src/memory/memory.ts
@@ -10,11 +10,11 @@ import { Map } from 'immutable'
 import path from 'path'
 import * as tf from '@tensorflow/tfjs'
 
-import type { Path, ModelInfo, ModelSource } from '@epfml/discojs-core'
-import { Memory, ModelType } from '@epfml/discojs-core'
+import type { Path, Model, ModelInfo, ModelSource } from '@epfml/discojs-core'
+import { Memory, ModelType, models } from '@epfml/discojs-core'
 
 export class IndexedDB extends Memory {
-  pathFor (source: ModelSource): Path {
+  override pathFor (source: ModelSource): Path {
     if (typeof source === 'string') {
       return source
     }
@@ -28,7 +28,7 @@ export class IndexedDB extends Memory {
     return `indexeddb://${path.join(source.type, source.taskID, source.name)}@${version}`
   }
 
-  infoFor (source: ModelSource): ModelInfo {
+  override infoFor (source: ModelSource): ModelInfo {
     if (typeof source !== 'string') {
       return source
     }
@@ -50,8 +50,8 @@ export class IndexedDB extends Memory {
     return await this.getModelMetadata(source) !== undefined
   }
 
-  async getModel (source: ModelSource): Promise<tf.LayersModel> {
-    return await tf.loadLayersModel(this.pathFor(source))
+  override async getModel (source: ModelSource): Promise<Model> {
+    return new models.TFJS(await tf.loadLayersModel(this.pathFor(source)))
   }
 
   async deleteModel (source: ModelSource): Promise<void> {
@@ -75,13 +75,19 @@ export class IndexedDB extends Memory {
    * @param source the destination
    * @param model the model
    */
-  async updateWorkingModel (source: ModelSource, model: tf.LayersModel): Promise<void> {
+  override async updateWorkingModel (source: ModelSource, model: Model): Promise<void> {
     const src: ModelInfo = this.infoFor(source)
     if (src.type !== undefined && src.type !== ModelType.WORKING) {
       throw new Error('expected working model')
     }
+
+    if (model instanceof models.TFJS) {
+      await model.extract().save(this.pathFor({ ...src, type: ModelType.WORKING, version: 0 }), { includeOptimizer: true })
+    } else {
+      throw new Error('unknown model type')
+    }
+
     // Enforce version 0 to always keep a single working model at a time
-    await model.save(this.pathFor({ ...src, type: ModelType.WORKING, version: 0 }))
   }
 
   /**
@@ -101,13 +107,17 @@ export class IndexedDB extends Memory {
     return dst
   }
 
-  async saveModel (source: ModelSource, model: tf.LayersModel): Promise<Path> {
+  override async saveModel (source: ModelSource, model: Model): Promise<Path> {
     const src: ModelInfo = this.infoFor(source)
     if (src.type !== undefined && src.type !== ModelType.SAVED) {
       throw new Error('expected saved model')
     }
     const dst = this.pathFor(await this.duplicateSource({ ...src, type: ModelType.SAVED }))
-    await model.save(dst)
+    if (model instanceof models.TFJS) {
+      await model.extract().save(dst, { includeOptimizer: true })
+    } else {
+      throw new Error('unknown model type')
+    }
     return dst
   }
 
diff --git a/docs/TASK.md b/docs/TASK.md
index 59a790001..5ad89a0e6 100644
--- a/docs/TASK.md
+++ b/docs/TASK.md
@@ -145,7 +145,7 @@ At runtime, the models are stored in `disco/server/models/`, and it is also in t
 
 ### Task
 
-The `Task` class contains all the crucial information for training the model (batchSize, learningRate, ...) and also the
+The `Task` class contains all the crucial information for training the model (batchSize, epochs, ...) and also the
 scheme of distributed learning (federated or decentralized), along with other meta data about the model and data.
 
 The [`TrainingInformation` object](../discojs/src/task/training_information.ts) of a task contains all the customizable parameters and their descriptions.
@@ -159,7 +159,7 @@ import { ImagePreprocessing } from '../dataset/preprocessing'
 export const customTask: TaskProvider = {
   getTask (): Task {
     return {
-      taskID: 'my_new_task',
+      id: 'my_new_task',
       displayInformation: {
         taskTitle: 'My new task',
         summary: 'Can you detect if the person in a picture is a child or an adult?',
@@ -172,12 +172,6 @@ export const customTask: TaskProvider = {
         validationSplit: 0.2,
         batchSize: 10,
         preprocessingFunctions: [ImagePreprocessing.Normalize],
-        learningRate: 0.001,
-        modelCompileData: {
-          optimizer: 'sgd',
-          loss: 'categoricalCrossentropy',
-          metrics: ['accuracy']
-        },
         dataType: 'image',
         ...
       }
@@ -190,7 +184,7 @@ export const customTask: TaskProvider = {
 }
 ```
 
-The `Task` interface has three fields: a mandatory `taskID` (of `string` type), an optional `displayInformation`, and an optional `trainingInformation`. The interfaces for the optional fields are [`DisplayInformation`](../discojs/discojs-core/src/task/display_information.ts) and [`TrainingInformation`](../discojs/discojs-core/src/task/training_information.ts).
+The `Task` interface has three fields: a mandatory `id` (of `string` type), an optional `displayInformation`, and an optional `trainingInformation`. The interfaces for the optional fields are [`DisplayInformation`](../discojs/discojs-core/src/task/display_information.ts) and [`TrainingInformation`](../discojs/discojs-core/src/task/training_information.ts).
 
 ### Preprocessing
 
@@ -243,7 +237,7 @@ Finally, in our task we need to add our custom preprocessing
 import { ImagePreprocessing } from '../dataset/preprocessing'
 
 export const task: Task = {
-  taskID: 'My_task',
+  id: 'My_task',
   ...
   ...
     trainingInformation: {
diff --git a/package-lock.json b/package-lock.json
index 571eb3839..d31e53a11 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -44,7 +44,7 @@
       "dependencies": {
         "@tensorflow/tfjs": "4",
         "@types/msgpack-lite": "0.1",
-        "axios": "0.27",
+        "axios": "1",
         "gpt3-tokenizer": "1",
         "immutable": "4",
         "isomorphic-wrtc": "1",
@@ -100,18 +100,16 @@
     },
     "node_modules/@aashutoshrathi/word-wrap": {
       "version": "1.2.6",
-      "resolved": "https://registry.npmjs.org/@aashutoshrathi/word-wrap/-/word-wrap-1.2.6.tgz",
-      "integrity": "sha512-1Yjs2SvM8TflER/OD3cOjhWWOZb58A2t7wpE2S9XfBYTiIl+XFhQG2bjy4Pu1I+EAlCNUzRDYDdFwFYUKvXcIA==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=0.10.0"
       }
     },
     "node_modules/@achrinza/node-ipc": {
       "version": "9.2.8",
-      "resolved": "https://registry.npmjs.org/@achrinza/node-ipc/-/node-ipc-9.2.8.tgz",
-      "integrity": "sha512-DSzEEkbMYbAUVlhy7fg+BzccoRuSQzqHbIPGxGv19OJ2WKwS3/9ChAnQcII4g+GujcHhyJ8BUuOVAx/S5uAfQg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "@node-ipc/js-queue": "2.0.3",
         "event-pubsub": "4.3.0",
@@ -123,8 +121,7 @@
     },
     "node_modules/@alloc/quick-lru": {
       "version": "5.2.0",
-      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
-      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+      "license": "MIT",
       "engines": {
         "node": ">=10"
       },
@@ -134,9 +131,8 @@
     },
     "node_modules/@ampproject/remapping": {
       "version": "2.2.1",
-      "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.2.1.tgz",
-      "integrity": "sha512-lFMjJTrFL3j7L9yBxwYfCq2k6qqwHyzuUl/XBnif78PWTJYyL/dfowQHWE3sp6U6ZzqWiiIZnpTMO96zhkjwtg==",
       "dev": true,
+      "license": "Apache-2.0",
       "dependencies": {
         "@jridgewell/gen-mapping": "^0.3.0",
         "@jridgewell/trace-mapping": "^0.3.9"
@@ -147,9 +143,8 @@
     },
     "node_modules/@babel/code-frame": {
       "version": "7.23.5",
-      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.23.5.tgz",
-      "integrity": "sha512-CgH3s1a96LipHCmSUmYFPwY7MNx8C3avkq7i4Wl3cfa662ldtUe4VM1TPXX70pfmrlWTb6jLqTYrZyT2ZTJBgA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "@babel/highlight": "^7.23.4",
         "chalk": "^2.4.2"
@@ -160,9 +155,8 @@
     },
     "node_modules/@babel/code-frame/node_modules/ansi-styles": {
       "version": "3.2.1",
-      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-3.2.1.tgz",
-      "integrity": "sha512-VT0ZI6kZRdTh8YyJw3SMbYm/u+NqfsAxEpWO0Pf9sq8/e94WxxOpPKx9FR1FlyCtOVDNOQ+8ntlqFxiRc+r5qA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "color-convert": "^1.9.0"
       },
@@ -172,9 +166,8 @@
     },
     "node_modules/@babel/code-frame/node_modules/chalk": {
       "version": "2.4.2",
-      "resolved": "https://registry.npmjs.org/chalk/-/chalk-2.4.2.tgz",
-      "integrity": "sha512-Mti+f9lpJNcwF4tWV8/OrTTtF1gZi+f8FqlyAdouralcFWFQWF2+NgCHShjkCb+IFBLq9buZwE1xckQU4peSuQ==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "ansi-styles": "^3.2.1",
         "escape-string-regexp": "^1.0.5",
@@ -186,42 +179,37 @@
     },
     "node_modules/@babel/code-frame/node_modules/color-convert": {
       "version": "1.9.3",
-      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-1.9.3.tgz",
-      "integrity": "sha512-QfAUtd+vFdAtFQcC8CCyYt1fYWxSqAiK2cSD6zDB8N3cpsEBAvRxp9zOGg6G/SHHJYAT88/az/IuDGALsNVbGg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "color-name": "1.1.3"
       }
     },
     "node_modules/@babel/code-frame/node_modules/color-name": {
       "version": "1.1.3",
-      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.3.tgz",
-      "integrity": "sha512-72fSenhMw2HZMTVHeCA9KCmpEIbzWiQsjN+BHcBbS9vr1mtt+vJjPdksIBNUmKAW8TFUDPJK5SUU3QhE9NEXDw==",
-      "dev": true
+      "dev": true,
+      "license": "MIT"
     },
     "node_modules/@babel/code-frame/node_modules/escape-string-regexp": {
       "version": "1.0.5",
-      "resolved": "https://registry.npmjs.org/escape-string-regexp/-/escape-string-regexp-1.0.5.tgz",
-      "integrity": "sha512-vbRorB5FUQWvla16U8R/qgaFIya2qGzwDrNmCZuYKrbdSUMG6I1ZCGQRefkRVhuOkIGVne7BQ35DSfo1qvJqFg==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=0.8.0"
       }
     },
     "node_modules/@babel/code-frame/node_modules/has-flag": {
       "version": "3.0.0",
-      "resolved": "https://registry.npmjs.org/has-flag/-/has-flag-3.0.0.tgz",
-      "integrity": "sha512-sKJf1+ceQBr4SMkvQnBDNDtf4TXpVhVGateu0t918bl30FnbE2m4vNLX+VWe/dpjlb+HugGYzW7uQXH98HPEYw==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=4"
       }
     },
     "node_modules/@babel/code-frame/node_modules/supports-color": {
       "version": "5.5.0",
-      "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-5.5.0.tgz",
-      "integrity": "sha512-QjVjwdXIt408MIiAqCX4oUKsgU2EqAGzs2Ppkm4aQYbjm+ZEWEcW4SfFNTr4uMNZma0ey4f5lgLrkB0aX0QMow==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "has-flag": "^3.0.0"
       },
@@ -231,18 +219,16 @@
     },
     "node_modules/@babel/compat-data": {
       "version": "7.23.5",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.23.5.tgz",
-      "integrity": "sha512-uU27kfDRlhfKl+w1U6vp16IuvSLtjAxdArVXPa9BvLkrr7CYIsxH5adpHObeAGY/41+syctUWOZ140a2Rvkgjw==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/core": {
       "version": "7.23.9",
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     "node_modules/yocto-queue": {
       "version": "0.1.0",
-      "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
-      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=10"
       },
@@ -19977,10 +18237,9 @@
     },
     "node_modules/yorkie": {
       "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/yorkie/-/yorkie-2.0.0.tgz",
-      "integrity": "sha512-jcKpkthap6x63MB4TxwCyuIGkV0oYP/YRyuQU5UO0Yz/E/ZAu+653/uov+phdmO54n6BcvFRyyt0RRrWdN2mpw==",
       "dev": true,
       "hasInstallScript": true,
+      "license": "MIT",
       "dependencies": {
         "execa": "^0.8.0",
         "is-ci": "^1.0.10",
@@ -19993,15 +18252,13 @@
     },
     "node_modules/yorkie/node_modules/ci-info": {
       "version": "1.6.0",
-      "resolved": "https://registry.npmjs.org/ci-info/-/ci-info-1.6.0.tgz",
-      "integrity": "sha512-vsGdkwSCDpWmP80ncATX7iea5DWQemg1UgCW5J8tqjU3lYw4FBYuj89J0CTVomA7BEfvSZd84GmHko+MxFQU2A==",
-      "dev": true
+      "dev": true,
+      "license": "MIT"
     },
     "node_modules/yorkie/node_modules/cross-spawn": {
       "version": "5.1.0",
-      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-5.1.0.tgz",
-      "integrity": "sha512-pTgQJ5KC0d2hcY8eyL1IzlBPYjTkyH72XRZPnLyKus2mBfNjQs3klqbJU2VILqZryAZUt9JOb3h/mWMy23/f5A==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "lru-cache": "^4.0.1",
         "shebang-command": "^1.2.0",
@@ -20010,9 +18267,8 @@
     },
     "node_modules/yorkie/node_modules/execa": {
       "version": "0.8.0",
-      "resolved": "https://registry.npmjs.org/execa/-/execa-0.8.0.tgz",
-      "integrity": "sha512-zDWS+Rb1E8BlqqhALSt9kUhss8Qq4nN3iof3gsOdyINksElaPyNBtKUMTR62qhvgVWR0CqCX7sdnKe4MnUbFEA==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "cross-spawn": "^5.0.1",
         "get-stream": "^3.0.0",
@@ -20028,18 +18284,16 @@
     },
     "node_modules/yorkie/node_modules/get-stream": {
       "version": "3.0.0",
-      "resolved": "https://registry.npmjs.org/get-stream/-/get-stream-3.0.0.tgz",
-      "integrity": "sha512-GlhdIUuVakc8SJ6kK0zAFbiGzRFzNnY4jUuEbV9UROo4Y+0Ny4fjvcZFVTeDA4odpFyOQzaw6hXukJSq/f28sQ==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=4"
       }
     },
     "node_modules/yorkie/node_modules/is-ci": {
       "version": "1.2.1",
-      "resolved": "https://registry.npmjs.org/is-ci/-/is-ci-1.2.1.tgz",
-      "integrity": "sha512-s6tfsaQaQi3JNciBH6shVqEDvhGut0SUXr31ag8Pd8BBbVVlcGfWhpPmEOoM6RJ5TFhbypvf5yyRw/VXW1IiWg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "ci-info": "^1.5.0"
       },
@@ -20049,9 +18303,8 @@
     },
     "node_modules/yorkie/node_modules/lru-cache": {
       "version": "4.1.5",
-      "resolved": "https://registry.npmjs.org/lru-cache/-/lru-cache-4.1.5.tgz",
-      "integrity": "sha512-sWZlbEP2OsHNkXrMl5GYk/jKk70MBng6UU4YI/qGDYbgf6YbP4EvmqISbXCoJiRKs+1bSpFHVgQxvJ17F2li5g==",
       "dev": true,
+      "license": "ISC",
       "dependencies": {
         "pseudomap": "^1.0.2",
         "yallist": "^2.1.2"
@@ -20059,18 +18312,16 @@
     },
     "node_modules/yorkie/node_modules/normalize-path": {
       "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/normalize-path/-/normalize-path-1.0.0.tgz",
-      "integrity": "sha512-7WyT0w8jhpDStXRq5836AMmihQwq2nrUVQrgjvUo/p/NZf9uy/MeJ246lBJVmWuYXMlJuG9BNZHF0hWjfTbQUA==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=0.10.0"
       }
     },
     "node_modules/yorkie/node_modules/shebang-command": {
       "version": "1.2.0",
-      "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-1.2.0.tgz",
-      "integrity": "sha512-EV3L1+UQWGor21OmnvojK36mhg+TyIKDh3iFBKBohr5xeXIhNBcx8oWdgkTEEQ+BEFFYdLRuqMfd5L84N1V5Vg==",
       "dev": true,
+      "license": "MIT",
       "dependencies": {
         "shebang-regex": "^1.0.0"
       },
@@ -20080,18 +18331,16 @@
     },
     "node_modules/yorkie/node_modules/shebang-regex": {
       "version": "1.0.0",
-      "resolved": "https://registry.npmjs.org/shebang-regex/-/shebang-regex-1.0.0.tgz",
-      "integrity": "sha512-wpoSFAxys6b2a2wHZ1XpDSgD7N9iVjg29Ph9uV/uaP9Ex/KXlkTZTeddxDPSYQpgvzKLGJke2UU0AzoGCjNIvQ==",
       "dev": true,
+      "license": "MIT",
       "engines": {
         "node": ">=0.10.0"
       }
     },
     "node_modules/yorkie/node_modules/which": {
       "version": "1.3.1",
-      "resolved": "https://registry.npmjs.org/which/-/which-1.3.1.tgz",
-      "integrity": "sha512-HxJdYWq1MTIQbJ3nw0cqssHoTNU267KlrDuGZ1WYlxDStUtKUhOaJmh112/TZmHxxUfuJqPXSOm7tDyas0OSIQ==",
       "dev": true,
+      "license": "ISC",
       "dependencies": {
         "isexe": "^2.0.0"
       },
@@ -20101,14 +18350,12 @@
     },
     "node_modules/yorkie/node_modules/yallist": {
       "version": "2.1.2",
-      "resolved": "https://registry.npmjs.org/yallist/-/yallist-2.1.2.tgz",
-      "integrity": "sha512-ncTzHV7NvsQZkYe1DW7cbDLm0YpzHmZF5r/iyP3ZnQtMiJ+pjzisCiMNI+Sj+xQF5pXhSHxSB3uDbsBTzY/c2A==",
-      "dev": true
+      "dev": true,
+      "license": "ISC"
     },
     "node_modules/yup": {
       "version": "0.32.11",
-      "resolved": "https://registry.npmjs.org/yup/-/yup-0.32.11.tgz",
-      "integrity": "sha512-Z2Fe1bn+eLstG8DRR6FTavGD+MeAwyfmouhHsIUgaADz8jvFKbO/fXc2trJKZg+5EBjh4gGm3iU/t3onKlXHIg==",
+      "license": "MIT",
       "dependencies": {
         "@babel/runtime": "^7.15.4",
         "@types/lodash": "^4.14.175",
@@ -20162,7 +18409,6 @@
         "apexcharts": "3",
         "autoprefixer": "10",
         "aws-sdk": "2",
-        "axios": "0",
         "core-js": "3",
         "crypto-browserify": "3",
         "cypress": "10",
diff --git a/server/src/get_server.ts b/server/src/get_server.ts
index 68bf491ef..15f87b93a 100644
--- a/server/src/get_server.ts
+++ b/server/src/get_server.ts
@@ -1,14 +1,13 @@
 import cors from 'cors'
 import express from 'express'
 import expressWS from 'express-ws'
-import type tf from '@tensorflow/tfjs'
+import type * as http from 'http'
 
-import type { Task, TaskProvider } from '@epfml/discojs-core'
+import type { Model, Task, TaskProvider } from '@epfml/discojs-core'
 
 import { CONFIG } from './config'
 import { Router } from './router'
 import { TasksAndModels } from './tasks'
-import type * as http from 'http'
 
 export class Disco {
   private readonly _app: express.Application
@@ -29,7 +28,7 @@ export class Disco {
   }
 
   // If a model is not provided, its url must be provided in the task object
-  async addTask (task: Task | TaskProvider, model?: tf.LayersModel | URL): Promise<void> {
+  async addTask (task: Task | TaskProvider, model?: Model | URL): Promise<void> {
     await this.tasksAndModels.addTaskAndModel(task, model)
   }
 
@@ -51,12 +50,12 @@ export class Disco {
 
     console.info('Disco Server initially loaded the tasks below\n')
     console.table(
-      Array.from(this.tasksAndModels.tasksAndModels).map(t => {
+      Array.from(this.tasksAndModels.tasksAndModels).map(([task]) => {
         return {
-          ID: t[0].taskID,
-          Title: t[0].displayInformation.taskTitle,
-          'Data Type': t[0].trainingInformation.dataType,
-          Scheme: t[0].trainingInformation.scheme
+          ID: task.id,
+          Title: task.displayInformation.taskTitle,
+          'Data Type': task.trainingInformation.dataType,
+          Scheme: task.trainingInformation.scheme
         }
       })
     )
diff --git a/server/src/index.ts b/server/src/index.ts
index b30c01adc..0dff1d1b9 100644
--- a/server/src/index.ts
+++ b/server/src/index.ts
@@ -1 +1,2 @@
 export { Disco } from './get_server'
+export * from './utils'
diff --git a/server/src/router/decentralized/server.ts b/server/src/router/decentralized/server.ts
index 99f780a5f..86a4fcb9d 100644
--- a/server/src/router/decentralized/server.ts
+++ b/server/src/router/decentralized/server.ts
@@ -5,9 +5,8 @@ import type WebSocket from 'ws'
 import type { ParamsDictionary } from 'express-serve-static-core'
 import type { ParsedQs } from 'qs'
 import { Map, Set } from 'immutable'
-import type tf from '@tensorflow/tfjs'
 
-import type { Task, TaskID } from '@epfml/discojs-core'
+import type { Model, Task, TaskID } from '@epfml/discojs-core'
 import { client } from '@epfml/discojs-core'
 
 import { Server } from '../server'
@@ -29,7 +28,7 @@ export class Decentralized extends Server {
   protected readonly description = 'Disco Decentralized Server'
 
   protected buildRoute (task: Task): string {
-    return `/${task.taskID}`
+    return `/${task.id}`
   }
 
   public isValidUrl (url: string | undefined): boolean {
@@ -44,12 +43,12 @@ export class Decentralized extends Server {
     )
   }
 
-  protected initTask (task: Task, model: tf.LayersModel): void {}
+  protected initTask (task: Task, model: Model): void {}
 
   protected handle (
     task: Task,
     ws: WebSocket,
-    model: tf.LayersModel,
+    model: Model,
     req: express.Request<
     ParamsDictionary,
     any,
@@ -84,11 +83,11 @@ export class Decentralized extends Server {
               type: MessageTypes.AssignNodeID,
               id: peerId
             }
-            console.info('Peer', peerId, 'joined', task.taskID)
+            console.info('Peer', peerId, 'joined', task.id)
 
             // Add the new task and its set of nodes
-            if (!this.readyNodes.has(task.taskID)) {
-              this.readyNodes = this.readyNodes.set(task.taskID, Set())
+            if (!this.readyNodes.has(task.id)) {
+              this.readyNodes = this.readyNodes.set(task.id, Set())
             }
 
             ws.send(msgpack.encode(msg), { binary: true })
@@ -106,14 +105,14 @@ export class Decentralized extends Server {
             break
           }
           case MessageTypes.PeerIsReady: {
-            const peers = this.readyNodes.get(task.taskID)?.add(peerId)
+            const peers = this.readyNodes.get(task.id)?.add(peerId)
             if (peers === undefined) {
-              throw new Error(`task ${task.taskID} doesn't exist in ready buffer`)
+              throw new Error(`task ${task.id} doesn't exist in ready buffer`)
             }
-            this.readyNodes = this.readyNodes.set(task.taskID, peers)
+            this.readyNodes = this.readyNodes.set(task.id, peers)
 
             if (peers.size >= minimumReadyPeers) {
-              this.readyNodes = this.readyNodes.set(task.taskID, Set())
+              this.readyNodes = this.readyNodes.set(task.id, Set())
 
               peers
                 .map((id) => {
diff --git a/server/src/router/federated/server.ts b/server/src/router/federated/server.ts
index fc3c5cf96..f29aa4c12 100644
--- a/server/src/router/federated/server.ts
+++ b/server/src/router/federated/server.ts
@@ -3,9 +3,9 @@ import type WebSocket from 'ws'
 import { v4 as randomUUID } from 'uuid'
 import { List, Map } from 'immutable'
 import msgpack from 'msgpack-lite'
-import type tf from '@tensorflow/tfjs'
 
 import type {
+  Model,
   Task,
   TaskID,
   WeightsContainer,
@@ -72,7 +72,7 @@ export class Federated extends Server {
   protected readonly description = 'Disco Federated Server'
 
   protected buildRoute (task: Task): string {
-    return `/${task.taskID}`
+    return `/${task.id}`
   }
 
   public isValidUrl (url: string | undefined): boolean {
@@ -98,22 +98,22 @@ export class Federated extends Server {
     // Create a promise on the future aggregated weights
     const result = aggregator.receiveResult()
     // Store the promise such that it is accessible from other methods
-    this.results = this.results.set(aggregator.task.taskID, result)
+    this.results = this.results.set(aggregator.task.id, result)
     // The promise resolves once the server received enough contributions (through the handle method)
     // and the aggregator aggregated the weights.
     await result
     // Update the server round with the aggregator round
-    this.rounds = this.rounds.set(aggregator.task.taskID, aggregator.round)
+    this.rounds = this.rounds.set(aggregator.task.id, aggregator.round)
     // Create a new promise for the next round
     void this.storeAggregationResult(aggregator)
   }
 
-  protected initTask (task: Task, model: tf.LayersModel): void {
+  protected initTask (task: Task, model: Model): void {
     const aggregator = new aggregators.MeanAggregator(task, model)
 
-    this.aggregators = this.aggregators.set(task.taskID, aggregator)
-    this.informants = this.informants.set(task.taskID, new AsyncInformant(aggregator))
-    this.rounds = this.rounds.set(task.taskID, 0)
+    this.aggregators = this.aggregators.set(task.id, aggregator)
+    this.informants = this.informants.set(task.id, new AsyncInformant(aggregator))
+    this.rounds = this.rounds.set(task.id, 0)
 
     void this.storeAggregationResult(aggregator)
   }
@@ -130,14 +130,14 @@ export class Federated extends Server {
   private async addContributionAndSendModel (msg: messages.SendPayload, task: Task,
     clientId: client.NodeID, ws: WebSocket): Promise<void> {
     const { payload, round } = msg
-    const aggregator = this.aggregators.get(task.taskID)
+    const aggregator = this.aggregators.get(task.id)
 
     if (!(Array.isArray(payload) &&
       payload.every((e) => typeof e === 'number'))) {
       throw new Error('received invalid weights format')
     }
     if (aggregator === undefined) {
-      throw new Error(`received weights for unknown task: ${task.taskID}`)
+      throw new Error(`received weights for unknown task: ${task.id}`)
     }
 
     // It is important to create a promise for the weights BEFORE adding the contribution
@@ -172,9 +172,9 @@ export class Federated extends Server {
     task: Task,
     aggregator: aggregators.Aggregator,
     ws: WebSocket): Promise<void> {
-    const promisedResult = this.results.get(task.taskID)
+    const promisedResult = this.results.get(task.id)
     if (promisedResult === undefined) {
-      throw new Error(`result promise was not set for task ${task.taskID}`)
+      throw new Error(`result promise was not set for task ${task.id}`)
     }
 
     // Wait for aggregation result to resolve with timeout, giving the network a time window
@@ -200,10 +200,10 @@ export class Federated extends Server {
   protected handle (
     task: Task,
     ws: WebSocket,
-    model: tf.LayersModel,
+    model: Model,
     req: express.Request
   ): void {
-    const taskAggregator = this.aggregators.get(task.taskID)
+    const taskAggregator = this.aggregators.get(task.id)
     if (taskAggregator === undefined) {
       throw new Error('connecting to a non-existing task')
     }
@@ -221,14 +221,14 @@ export class Federated extends Server {
       }
 
       if (msg.type === MessageTypes.ClientConnected) {
-        this.logsAppend(task.taskID, clientId, MessageTypes.ClientConnected, 0)
+        this.logsAppend(task.id, clientId, MessageTypes.ClientConnected, 0)
 
-        let aggregator = this.aggregators.get(task.taskID)
+        let aggregator = this.aggregators.get(task.id)
         if (aggregator === undefined) {
           aggregator = new aggregators.MeanAggregator(task)
-          this.aggregators = this.aggregators.set(task.taskID, aggregator)
+          this.aggregators = this.aggregators.set(task.id, aggregator)
         }
-        console.info('client', clientId, 'joined', task.taskID)
+        console.info('client', clientId, 'joined', task.id)
 
         const msg: AssignNodeID = {
           type: MessageTypes.AssignNodeID,
@@ -236,7 +236,7 @@ export class Federated extends Server {
         }
         ws.send(msgpack.encode(msg))
       } else if (msg.type === MessageTypes.SendPayload) {
-        this.logsAppend(task.taskID, clientId, MessageTypes.SendPayload, msg.round)
+        this.logsAppend(task.id, clientId, MessageTypes.SendPayload, msg.round)
 
         if (model === undefined) {
           throw new Error('aggregator model was not set')
@@ -245,7 +245,7 @@ export class Federated extends Server {
           .catch(console.error)
       } else if (msg.type === MessageTypes.ReceiveServerStatistics) {
         const statistics = this.informants
-          .get(task.taskID)
+          .get(task.id)
           ?.getAllStatistics()
 
         const msg: messages.ReceiveServerStatistics = {
@@ -255,10 +255,10 @@ export class Federated extends Server {
 
         ws.send(msgpack.encode(msg))
       } else if (msg.type === MessageTypes.RequestServerStatistics) {
-        this.logsAppend(task.taskID, clientId, MessageTypes.ReceiveServerPayload, 0)
-        const aggregator = this.aggregators.get(task.taskID)
+        this.logsAppend(task.id, clientId, MessageTypes.ReceiveServerPayload, 0)
+        const aggregator = this.aggregators.get(task.id)
         if (aggregator === undefined) {
-          throw new Error(`requesting round of unknown task: ${task.taskID}`)
+          throw new Error(`requesting round of unknown task: ${task.id}`)
         }
         if (model === undefined) {
           throw new Error('aggregator model was not set')
@@ -269,9 +269,9 @@ export class Federated extends Server {
       } else if (msg.type === MessageTypes.SendMetadata) {
         const { round, key, value } = msg
 
-        this.logsAppend(task.taskID, clientId, MessageTypes.SendMetadata, round)
+        this.logsAppend(task.id, clientId, MessageTypes.SendMetadata, round)
 
-        if (this.metadataMap.hasIn([task.taskID, round, clientId, key])) {
+        if (this.metadataMap.hasIn([task.id, round, clientId, key])) {
           throw new Error('metadata already set')
         }
         this.metadataMap = this.metadataMap.setIn(
@@ -281,7 +281,7 @@ export class Federated extends Server {
       } else if (msg.type === MessageTypes.ReceiveServerMetadata) {
         const { key, round } = msg
 
-        const taskMetadata = this.metadataMap.get(task.taskID)
+        const taskMetadata = this.metadataMap.get(task.id)
 
         if (!Number.isNaN(round) && round >= 0 && taskMetadata !== undefined) {
           // Find the most recent entry round-wise for the given task (upper bounded
@@ -298,11 +298,11 @@ export class Federated extends Server {
               .mapEntries(([id, entries]) => [id, entries.get(key)])
           )
 
-          this.logsAppend(task.taskID, clientId, MessageTypes.ReceiveServerMetadata, round)
+          this.logsAppend(task.id, clientId, MessageTypes.ReceiveServerMetadata, round)
 
           const msg: messages.ReceiveServerMetadata = {
             type: MessageTypes.ReceiveServerMetadata,
-            taskId: task.taskID,
+            taskId: task.id,
             nodeId: clientId,
             key,
             round,
diff --git a/server/src/router/server.ts b/server/src/router/server.ts
index d2a6fe023..a7eed2e27 100644
--- a/server/src/router/server.ts
+++ b/server/src/router/server.ts
@@ -1,9 +1,8 @@
 import express from 'express'
 import type expressWS from 'express-ws'
 import type WebSocket from 'ws'
-import type tf from '@tensorflow/tfjs'
 
-import type { Task } from '@epfml/discojs-core'
+import type { Model, Task } from '@epfml/discojs-core'
 
 import type { TasksAndModels } from '../tasks'
 
@@ -34,8 +33,8 @@ export abstract class Server {
     return this.ownRouter
   }
 
-  private onNewTask (task: Task, model: tf.LayersModel): void {
-    this.tasks.push(task.taskID)
+  private onNewTask (task: Task, model: Model): void {
+    this.tasks.push(task.id)
     this.initTask(task, model)
 
     this.ownRouter.ws(this.buildRoute(task), (ws, req) => {
@@ -48,8 +47,8 @@ export abstract class Server {
     })
   }
 
-  protected isValidTask (taskId: string): boolean {
-    return this.tasks.filter(e => e === taskId).length === 1
+  protected isValidTask (id: string): boolean {
+    return this.tasks.filter(e => e === id).length === 1
   }
 
   protected isValidClientId (clientId: string): boolean {
@@ -66,12 +65,12 @@ export abstract class Server {
 
   protected abstract buildRoute (task: Task): string
 
-  protected abstract initTask (task: Task, model: tf.LayersModel): void
+  protected abstract initTask (task: Task, model: Model): void
 
   protected abstract handle (
     task: Task,
     ws: WebSocket,
-    model: tf.LayersModel,
+    model: Model,
     req: express.Request,
   ): void
 }
diff --git a/server/src/router/tasks.ts b/server/src/router/tasks.ts
index 2eef48bd8..e3274e36b 100644
--- a/server/src/router/tasks.ts
+++ b/server/src/router/tasks.ts
@@ -1,9 +1,8 @@
 import type { Request, Response } from 'express'
 import express from 'express'
 import { Set } from 'immutable'
-import type tf from '@tensorflow/tfjs'
 
-import type { Task, TaskID } from '@epfml/discojs-core'
+import type { Model, Task, TaskID } from '@epfml/discojs-core'
 import { serialization, isTask } from '@epfml/discojs-core'
 
 import type { Config } from '../config'
@@ -12,7 +11,7 @@ import type { TasksAndModels } from '../tasks'
 export class Tasks {
   private readonly ownRouter: express.Router
 
-  private tasksAndModels = Set<[Task, tf.LayersModel]>()
+  private tasksAndModels = Set<[Task, Model]>()
 
   constructor (
     private readonly config: Config,
@@ -55,9 +54,9 @@ export class Tasks {
     return this.ownRouter
   }
 
-  onNewTask (task: Task, model: tf.LayersModel): void {
-    this.ownRouter.get(`/${task.taskID}/:file`, (req, res, next) => {
-      this.getLatestModel(task.taskID, req, res).catch(next)
+  onNewTask (task: Task, model: Model): void {
+    this.ownRouter.get(`/${task.id}/:file`, (req, res, next) => {
+      this.getLatestModel(task.id, req, res).catch(next)
     })
 
     this.tasksAndModels = this.tasksAndModels.add([task, model])
@@ -86,7 +85,7 @@ export class Tasks {
    * @param request received from client
    * @param response sent to client
    */
-  private async getLatestModel (taskID: TaskID, request: Request, response: Response): Promise<void> {
+  private async getLatestModel (id: TaskID, request: Request, response: Response): Promise<void> {
     const validModelFiles = Set.of('model.json', 'weights.bin')
 
     const file = request.params.file
@@ -94,7 +93,7 @@ export class Tasks {
       response.status(404)
       return
     }
-    const taskAndModel = this.tasksAndModels.find(([t, _]) => t.taskID === taskID)
+    const taskAndModel = this.tasksAndModels.find(([t, _]) => t.id === id)
     if (taskAndModel === undefined) {
       response.status(404)
       return
@@ -103,6 +102,6 @@ export class Tasks {
     const encoded = await serialization.model.encode(taskAndModel[1])
 
     response.status(200).send(encoded)
-    console.log(`${file} download for task ${taskID} succeeded`)
+    console.log(`${file} download for task ${id} succeeded`)
   }
 }
diff --git a/server/src/tasks.ts b/server/src/tasks.ts
index e141fb333..eeb009de3 100644
--- a/server/src/tasks.ts
+++ b/server/src/tasks.ts
@@ -1,25 +1,25 @@
 import { List, Set } from 'immutable'
 import { createHash } from 'node:crypto'
-import fs from 'node:fs'
+import fs from 'node:fs/promises'
 import tf from '@tensorflow/tfjs'
 import '@tensorflow/tfjs-node'
 
 import type { Task, Path, Digest, TaskProvider } from '@epfml/discojs-core'
-import { isTaskProvider, defaultTasks } from '@epfml/discojs-core'
+import { Model, isTaskProvider, defaultTasks, models, serialization } from '@epfml/discojs-core'
 
 // default tasks and added ones
 // register 'taskAndModel' event to get tasks
 // TODO save and load from disk
 export class TasksAndModels {
-  private listeners = List<(t: Task, m: tf.LayersModel) => void>()
-  tasksAndModels = Set<[Task, tf.LayersModel]>()
+  private listeners = List<(t: Task, m: Model) => void>()
+  tasksAndModels = Set<[Task, Model]>()
 
-  on (_: 'taskAndModel', callback: (t: Task, m: tf.LayersModel) => void): void {
+  on (_: 'taskAndModel', callback: (t: Task, m: Model) => void): void {
     this.tasksAndModels.forEach(([t, m]) => { callback(t, m) })
     this.listeners = this.listeners.push(callback)
   }
 
-  emit (_: 'taskAndModel', task: Task, model: tf.LayersModel): void {
+  emit (_: 'taskAndModel', task: Task, model: Model): void {
     this.listeners.forEach((listener) => { listener(task, model) })
   }
 
@@ -31,35 +31,35 @@ export class TasksAndModels {
   }
 
   // Returns already saved model in priority, then the model from the task definition
-  private async loadModelFromTask (task: Task | TaskProvider): Promise<tf.LayersModel> {
+  private async loadModelFromTask (task: Task | TaskProvider): Promise<Model> {
     const discoTask = isTaskProvider(task) ? task.getTask() : task
-    let model: tf.LayersModel | undefined
+    let model: Model | undefined
+
+    const modelPath = `./models/${discoTask.id}/`
+    try {
+      const content = await fs.readFile(`${modelPath}/model.json`)
+      return await serialization.model.decode(content)
+    } catch {
+      // unable to read file, continuing
+    }
 
-    const modelPath = `./models/${discoTask.taskID}/`
-    if (fs.existsSync(modelPath)) {
-      // either a model has already been trained, or the pretrained
-      // model has already been downloaded
-      return await tf.loadLayersModel(`file://${modelPath}/model.json`)
+    if (isTaskProvider(task)) {
+      model = await task.getModel()
     } else {
-      const modelURL = discoTask.trainingInformation.modelURL
-      if (modelURL !== undefined) {
-        model = await tf.loadLayersModel(modelURL)
-      } else if (isTaskProvider(task)) {
-        model = await task.getModel()
-      } else {
-        throw new Error('model not provided in task definition')
-      }
+      throw new Error('model not provided in task definition')
     }
 
-    fs.mkdirSync(modelPath, { recursive: true })
-    await model.save(`file://${modelPath}`)
+    await fs.mkdir(modelPath, { recursive: true })
+    const encoded = await serialization.model.encode(model)
+    await fs.writeFile(`${modelPath}/model.json`, encoded)
 
     // Check digest if provided
     if (discoTask.digest !== undefined) {
       try {
-        this.checkDigest(discoTask.digest, modelPath)
+        await this.checkDigest(discoTask.digest, modelPath)
       } catch (e) {
-        TasksAndModels.removeModelFiles(modelPath)
+        console.warn('removing nodel files at', modelPath)
+        await fs.rm(modelPath, { recursive: true, force: true })
         throw e
       }
     }
@@ -67,9 +67,9 @@ export class TasksAndModels {
     return model
   }
 
-  private checkDigest (digest: Digest, modelPath: Path): void {
+  private async checkDigest (digest: Digest, modelPath: Path): Promise<void> {
     const hash = createHash(digest.algorithm)
-    const modelConfigRaw = fs.readFileSync(`${modelPath}/model.json`)
+    const modelConfigRaw = await fs.readFile(`${modelPath}/model.json`)
 
     const modelConfig = JSON.parse(modelConfigRaw.toString())
     const weightsFiles = modelConfig.weightsManifest[0].paths
@@ -79,10 +79,10 @@ export class TasksAndModels {
     )) {
       throw new Error()
     }
-    weightsFiles.forEach((file: string) => {
-      const data = fs.readFileSync(`${modelPath}/${file}`)
+    await Promise.all(weightsFiles.map(async (file: string) => {
+      const data = await fs.readFile(`${modelPath}/${file}`)
       hash.update(data)
-    })
+    }))
 
     const computedDigest = hash.digest('base64')
     if (computedDigest !== digest.value) {
@@ -93,22 +93,21 @@ export class TasksAndModels {
     }
   }
 
-  async addTaskAndModel (task: Task | TaskProvider, model?: tf.LayersModel | URL): Promise<void> {
-    let tfModel: tf.LayersModel
+  async addTaskAndModel (task: Task | TaskProvider, model?: Model | URL): Promise<void> {
     let discoTask: Task
-
     if (isTaskProvider(task)) {
       discoTask = task.getTask()
     } else {
       discoTask = task
     }
 
+    let tfModel: Model
     if (model === undefined) {
       tfModel = await this.loadModelFromTask(task)
-    } else if (model instanceof tf.LayersModel) {
+    } else if (model instanceof Model) {
       tfModel = model
     } else if (model instanceof URL) {
-      tfModel = await tf.loadLayersModel(model.href)
+      tfModel = new models.TFJS(await tf.loadLayersModel(model.href))
     } else {
       throw new Error('invalid model')
     }
@@ -116,11 +115,4 @@ export class TasksAndModels {
     this.tasksAndModels = this.tasksAndModels.add([discoTask, tfModel])
     this.emit('taskAndModel', discoTask, tfModel)
   }
-
-  static removeModelFiles (path: Path): void {
-    console.warn('removing nodel files at', path)
-    fs.rm(path, { recursive: true, force: true }, (err) => {
-      if (err !== null) console.error(err)
-    })
-  }
 }
diff --git a/server/tests/utils.ts b/server/src/utils.ts
similarity index 77%
rename from server/tests/utils.ts
rename to server/src/utils.ts
index de71f9a91..21e88ab25 100644
--- a/server/tests/utils.ts
+++ b/server/src/utils.ts
@@ -2,7 +2,7 @@ import type { Server } from 'node:http'
 
 import type { aggregator, client, Task } from '@epfml/discojs-core'
 
-import { runDefaultServer } from '../src/get_server'
+import { runDefaultServer } from './get_server'
 
 export async function startServer (): Promise<Server> {
   const server = await runDefaultServer()
@@ -31,7 +31,12 @@ export async function getClient<T extends client.Client> (
     if (addr.family === '4') {
       host = `${addr.address}:${addr.port}`
     } else {
-      host = `[${addr.address}]:${addr.port}`
+      let address = `[${addr.address}]`
+      // axios fails on IPv6 addresses, replacing most probable axios#5333
+      if (address === '[::]') {
+        address = 'localhost'
+      }
+      host = `${address}:${addr.port}`
     }
   }
   const url = new URL(`http://${host}`)
diff --git a/server/tests/client/decentralized.spec.ts b/server/tests/client/decentralized.spec.ts
index 48bf560d0..490480f1d 100644
--- a/server/tests/client/decentralized.spec.ts
+++ b/server/tests/client/decentralized.spec.ts
@@ -3,7 +3,7 @@ import type * as http from 'http'
 import type { Task } from '@epfml/discojs-core'
 import { aggregator as aggregators, client as clients, defaultTasks } from '@epfml/discojs-core'
 
-import { getClient, startServer } from '../utils'
+import { getClient, startServer } from '../../src'
 
 const TASK = defaultTasks.titanic.getTask()
 
diff --git a/server/tests/client/federated.spec.ts b/server/tests/client/federated.spec.ts
index c57772c72..ae50250aa 100644
--- a/server/tests/client/federated.spec.ts
+++ b/server/tests/client/federated.spec.ts
@@ -1,9 +1,8 @@
 import type * as http from 'http'
 
-import type { Task } from '@epfml/discojs-core'
 import { aggregator as aggregators, client as clients, informant, defaultTasks } from '@epfml/discojs-core'
 
-import { getClient, startServer } from '../utils'
+import { getClient, startServer } from '../../src'
 
 const TASK = defaultTasks.titanic.getTask()
 
@@ -24,7 +23,19 @@ describe('federated client', function () {
     const client = await getClient(
       clients.federated.FederatedClient,
       server,
-      { taskID: 'nonValidTask' } as unknown as Task,
+      {
+        id: 'nonValidTask',
+        displayInformation: {},
+        trainingInformation: {
+          modelID: 'irrelevant',
+          epochs: 1,
+          roundDuration: 1,
+          validationSplit: 0,
+          batchSize: 1,
+          scheme: 'federated',
+          dataType: 'tabular'
+        }
+      },
       new aggregators.MeanAggregator(TASK)
     )
 
diff --git a/server/tests/e2e/decentralized.spec.ts b/server/tests/e2e/decentralized.spec.ts
index 67ad64a40..57336f4ce 100644
--- a/server/tests/e2e/decentralized.spec.ts
+++ b/server/tests/e2e/decentralized.spec.ts
@@ -7,7 +7,7 @@ import {
   aggregator as aggregators, informant as informants, client as clients, WeightsContainer, defaultTasks, aggregation
 } from '@epfml/discojs-core'
 
-import { getClient, startServer } from '../utils'
+import { getClient, startServer } from '../../src'
 
 // Mocked aggregators with easy-to-fetch aggregation results
 class MockMeanAggregator extends aggregators.MeanAggregator {
diff --git a/server/tests/e2e/federated.spec.ts b/server/tests/e2e/federated.spec.ts
index 095baf2e7..78bcd65fa 100644
--- a/server/tests/e2e/federated.spec.ts
+++ b/server/tests/e2e/federated.spec.ts
@@ -1,16 +1,17 @@
-import fs from 'fs/promises'
+import fs from 'node:fs/promises'
 import path from 'node:path'
 import type { Server } from 'node:http'
 import { Range } from 'immutable'
 import { assert } from 'chai'
 
+import type { WeightsContainer } from '@epfml/discojs-core'
 import {
-  WeightsContainer, Disco, TrainingSchemes, client as clients,
+  Disco, TrainingSchemes, client as clients,
   aggregator as aggregators, informant, defaultTasks
 } from '@epfml/discojs-core'
 import { NodeImageLoader, NodeTabularLoader } from '@epfml/discojs-node'
 
-import { getClient, startServer } from '../utils'
+import { getClient, startServer } from '../../src'
 
 const SCHEME = TrainingSchemes.FEDERATED
 
@@ -32,7 +33,7 @@ describe('end-to-end federated', function () {
 
     const cifar10Task = defaultTasks.cifar10.getTask()
 
-    const data = await new NodeImageLoader(cifar10Task).loadAll(files, { labels })
+    const data = await new NodeImageLoader(cifar10Task).loadAll(files, { labels, shuffle: false })
 
     const aggregator = new aggregators.MeanAggregator(cifar10Task)
     const client = await getClient(clients.federated.FederatedClient, server, cifar10Task, aggregator)
@@ -44,7 +45,7 @@ describe('end-to-end federated', function () {
     if (aggregator.model === undefined) {
       throw new Error('model was not set')
     }
-    return WeightsContainer.from(aggregator.model)
+    return aggregator.model.weights
   }
 
   async function titanicUser (): Promise<WeightsContainer> {
@@ -80,7 +81,7 @@ describe('end-to-end federated', function () {
       trainingInformant.validationAccuracy() > 0.6,
       `expected validation accuracy greater than 0.6 but got ${trainingInformant.validationAccuracy()}`
     )
-    return WeightsContainer.from(aggregator.model)
+    return aggregator.model.weights
   }
 
   it('two cifar10 users reach consensus', async () => {
diff --git a/web-client/cypress/e2e/tasks.cy.ts b/web-client/cypress/e2e/tasks.cy.ts
index b1b8030a3..8702d216f 100644
--- a/web-client/cypress/e2e/tasks.cy.ts
+++ b/web-client/cypress/e2e/tasks.cy.ts
@@ -22,8 +22,8 @@ describe('tasks page', () => {
     cy.visit('list')
     cy.wait('@tasks')
     TASK_LIST.forEach((task) => {
-      cy.get(`div[id="${task.taskID}"]`).find('button').click()
-      cy.url().should('eq', Cypress.config().baseUrl + task.taskID)
+      cy.get(`div[id="${task.id}"]`).find('button').click()
+      cy.url().should('eq', Cypress.config().baseUrl + task.id)
       cy.get('button').contains('previous', { matchCase: false }).click()
       cy.url().should('eq', Cypress.config().baseUrl + 'list')
     })
diff --git a/web-client/package.json b/web-client/package.json
index 4b9f41bba..45a036775 100644
--- a/web-client/package.json
+++ b/web-client/package.json
@@ -14,7 +14,6 @@
     "apexcharts": "3",
     "autoprefixer": "10",
     "aws-sdk": "2",
-    "axios": "0",
     "core-js": "3",
     "crypto-browserify": "3",
     "cypress": "10",
diff --git a/web-client/src/components/pages/TaskList.vue b/web-client/src/components/pages/TaskList.vue
index 5854a6f3c..f79a59b29 100644
--- a/web-client/src/components/pages/TaskList.vue
+++ b/web-client/src/components/pages/TaskList.vue
@@ -83,8 +83,8 @@
         <div
           v-for="task in filteredTasks"
           v-show="filteredTasks.length > 0"
-          :id="task.taskID"
-          :key="task.taskID"
+          :id="task.id"
+          :key="task.id"
         >
           <ButtonCard
             button-placement="left"
@@ -168,7 +168,7 @@ const offset = ref(0)
 const filters = computed(() => schemeFilters.concat(dataFilters))
 
 const filteredTasks = computed(() => {
-  return ([...tasks.value.values()] as Task[])
+  return ([...tasks.value.values()])
     .filter((task: Task) =>
       filters.value.every((filter: Filter) =>
         filter.active ? filter.apply(task) : true)
@@ -186,8 +186,8 @@ const clearFilters = (): void => {
 }
 
 const toTask = (task: Task): void => {
-  trainingStore.setTask(task.taskID)
-  router.push(`/${task.taskID}`)
+  trainingStore.setTask(task.id)
+  router.push(`/${task.id}`)
 }
 
 </script>
diff --git a/web-client/src/components/task_creation_form/TaskForm.vue b/web-client/src/components/task_creation_form/TaskForm.vue
index 69bc5c09e..4e3dbdcd9 100644
--- a/web-client/src/components/task_creation_form/TaskForm.vue
+++ b/web-client/src/components/task_creation_form/TaskForm.vue
@@ -160,7 +160,7 @@ import * as tf from '@tensorflow/tfjs'
 
 import { Task, pushTask } from '@epfml/discojs-core'
 
-import { sections, modelCompileData, privacyParameters, FormField, FormSection } from '@/task_creation_form'
+import { sections, privacyParameters, FormField, FormSection } from '@/task_creation_form'
 import { useToaster } from '@/composables/toaster'
 import { CONFIG } from '@/config'
 import IconCard from '@/components/containers/IconCard.vue'
@@ -219,12 +219,6 @@ const formatSection = (section: FormSection, rawTask: any): any => {
   // nest special sections into training information
   if (section.id === 'trainingInformation') {
     fields = fields
-      .push(
-        formatSection(
-          modelCompileData,
-          rawTask
-        )
-      )
       .push(
         formatSection(
           privacyParameters,
@@ -254,14 +248,14 @@ const onSubmit = async (rawTask: any, { resetForm }): Promise<void> => {
 
   // format the flat form entries to a nested task object
   const specialSections = [
-    'generalInformation', 'modelCompileData', 'privacyParamters', 'modelFiles'
+    'generalInformation', 'privacyParamters', 'modelFiles'
   ]
   const task = Map(
     List(sections)
       .filter((section) => !specialSections.includes(section.id))
       .map((section) => formatSection(section, rawTask))
   )
-    .set('taskID', rawTask.taskID)
+    .set('id', rawTask.taskID)
     .toObject() as unknown as Task
 
   let model: tf.LayersModel
diff --git a/web-client/src/components/testing/Tester.vue b/web-client/src/components/testing/Tester.vue
index 9bf1941bf..33a13fe1b 100644
--- a/web-client/src/components/testing/Tester.vue
+++ b/web-client/src/components/testing/Tester.vue
@@ -423,7 +423,7 @@ function saveCsv () {
   const blob = new Blob([csvData], { type: 'text/csv;charset=utf-8;' })
   const downloadLink = document.getElementById('downloadLink')
   downloadLink.setAttribute('href', URL.createObjectURL(blob))
-  downloadLink.setAttribute('download', `predictions_${props.task.taskID}_${Date.now()}.csv`)
+  downloadLink.setAttribute('download', `predictions_${props.task.id}_${Date.now()}.csv`)
   downloadLink.click()
 }
 
diff --git a/web-client/src/components/testing/Testing.vue b/web-client/src/components/testing/Testing.vue
index 1447ef674..762ddcc64 100644
--- a/web-client/src/components/testing/Testing.vue
+++ b/web-client/src/components/testing/Testing.vue
@@ -92,7 +92,7 @@
               <div class="grid gris-cols-1 md:grid-cols-2 lg:grid-cols-3 items-stretch gap-8 mt-8">
                 <div
                   v-for="task in federatedTasks.toArray()"
-                  :key="task.taskID"
+                  :key="task.id"
                   class="contents"
                 >
                   <ButtonCard
@@ -247,14 +247,14 @@ const downloadModel = async (task: Task): Promise<void> => {
   const model = await client.getLatestModel()
   const source = {
     type: ModelType.SAVED,
-    taskID: task.taskID,
+    taskID: task.id,
     name: task.trainingInformation.modelID
   }
   await memory.value.saveModel(source, model)
   await memoryStore.initModels()
 }
 const selectModel = (path: Path, isOnlyPrediction: boolean): void => {
-  const selectedTask = tasksStore.tasks.get(memory.value.infoFor(path)?.taskID)
+  const selectedTask = tasksStore.tasks.get(memory.value.infoFor(path)?.id)
   if (selectedTask !== undefined) {
     currentTask.value = selectedTask
     validationStore.model = path
diff --git a/web-client/src/components/training/Description.vue b/web-client/src/components/training/Description.vue
index a2f9ae36c..bc2ee8779 100644
--- a/web-client/src/components/training/Description.vue
+++ b/web-client/src/components/training/Description.vue
@@ -40,7 +40,7 @@
       </template>
       <template #content>
         <div
-          v-for="section in [trainingInformation, privacyParameters, modelCompileData]"
+          v-for="section in [trainingInformation, privacyParameters]"
           :key="section.id"
           class="py-4 first:py-0 last:py-0"
         >
@@ -53,7 +53,6 @@
           >
             <div
               v-if="field.id in task.trainingInformation ||
-                field.id in task.trainingInformation.modelCompileData ||
                 displayField(section, field)
               "
               class="grid grid-cols-3 gap-4"
@@ -61,19 +60,7 @@
               <span>{{ field.description ?? field.name }}</span>
               <div class="col-span-2">
                 <span>
-                  {{
-                    section.id === 'modelCompileData' ?
-                      prettifyField(
-                        field,
-                        task.trainingInformation.modelCompileData,
-                        true
-                      ) :
-                      prettifyField(
-                        field,
-                        task.trainingInformation,
-                        false
-                      )
-                  }}
+                  {{ prettifyField(field, task.trainingInformation, false) }}
                 </span>
               </div>
             </div>
@@ -92,7 +79,7 @@ import { computed, defineProps } from 'vue'
 
 import { Task } from '@epfml/discojs-core'
 
-import { trainingInformation, privacyParameters, modelCompileData, FormField, FormSection } from '@/task_creation_form'
+import { trainingInformation, privacyParameters, FormField, FormSection } from '@/task_creation_form'
 import ModelCaching from './ModelCaching.vue'
 import IconCard from '@/components/containers/IconCard.vue'
 import DropdownCard from '@/components/containers/DropdownCard.vue'
diff --git a/web-client/src/components/training/Finished.vue b/web-client/src/components/training/Finished.vue
index cf207a2ef..efc87bfc1 100644
--- a/web-client/src/components/training/Finished.vue
+++ b/web-client/src/components/training/Finished.vue
@@ -62,7 +62,7 @@ const memory = computed<Memory>(() => memoryStore.useIndexedDB ? new IndexedDB()
 const modelInfo = computed<ModelInfo>(() => {
   return {
     type: ModelType.WORKING,
-    taskID: props.task.taskID,
+    taskID: props.task.id,
     name: props.task.trainingInformation.modelID
   }
 })
diff --git a/web-client/src/components/training/ModelCaching.vue b/web-client/src/components/training/ModelCaching.vue
index 9037fb443..7b7b03e16 100644
--- a/web-client/src/components/training/ModelCaching.vue
+++ b/web-client/src/components/training/ModelCaching.vue
@@ -182,7 +182,7 @@ export default {
     },
     modelInfo (): ModelInfo {
       return {
-        type: ModelType.WORKING, taskID: this.task.taskID, name: this.task.trainingInformation.modelID
+        type: ModelType.WORKING, taskID: this.task.id, name: this.task.trainingInformation.modelID
       }
     }
   },
diff --git a/web-client/src/store/tasks.ts b/web-client/src/store/tasks.ts
index 4abc4c33f..55f169e34 100644
--- a/web-client/src/store/tasks.ts
+++ b/web-client/src/store/tasks.ts
@@ -13,8 +13,8 @@ export const useTasksStore = defineStore('tasks', () => {
   const tasks = shallowRef<Map<TaskID, Task>>(Map())
 
   function addTask (task: Task): void {
-    trainingStore.steps = trainingStore.steps.set(task.taskID, 0)
-    tasks.value = tasks.value.set(task.taskID, task)
+    trainingStore.steps = trainingStore.steps.set(task.id, 0)
+    tasks.value = tasks.value.set(task.id, task)
   }
 
   async function initTasks (): Promise<void> {
diff --git a/web-client/src/store/training.ts b/web-client/src/store/training.ts
index e4bcbf30b..422825006 100644
--- a/web-client/src/store/training.ts
+++ b/web-client/src/store/training.ts
@@ -10,8 +10,8 @@ export const useTrainingStore = defineStore('training', () => {
 
   const step = computed(() => steps.value.get(task.value))
 
-  function setTask (taskID: TaskID): void {
-    task.value = taskID
+  function setTask (id: TaskID): void {
+    task.value = id
   }
   function prevStep (): void {
     const step = steps.value.get(task.value)
diff --git a/web-client/src/task_creation_form.ts b/web-client/src/task_creation_form.ts
index 6ec6f27f5..a6c43e605 100644
--- a/web-client/src/task_creation_form.ts
+++ b/web-client/src/task_creation_form.ts
@@ -221,14 +221,6 @@ export const trainingInformation: FormSection = {
       type: 'number',
       default: '30'
     },
-    {
-      id: 'learningRate',
-      name: 'Learning rate',
-      yup: yup.number().positive().required(),
-      as: 'input',
-      type: 'float',
-      default: '0.05'
-    },
     {
       id: 'minimumReadyPeers',
       name: 'Minimum # of Peers',
@@ -330,71 +322,6 @@ export const trainingInformation: FormSection = {
   ]
 }
 
-export const modelCompileData: FormSection = {
-  id: 'modelCompileData',
-  title: 'Model Compilation Parameters',
-  fields: [
-    {
-      id: 'optimizer',
-      name: 'Optimizer',
-      yup: yup.string().required(),
-      type: 'select',
-      options: [
-        'sgd',
-        'momentum',
-        'adagrad',
-        'adadelta',
-        'adam',
-        'adamax',
-        'rmsprop'
-      ],
-      default: 'rmsprop'
-    },
-    {
-      id: 'loss',
-      name: 'Loss',
-      yup: yup.string().required(),
-      type: 'select',
-      options: [
-        'binaryCrossentropy',
-        'categoricalCrossentropy',
-        'absoluteDifference',
-        'computeWeightedLoss',
-        'cosineDistance',
-        'hingeLoss',
-        'huberLoss',
-        'logLoss',
-        'meanSquaredError',
-        'sigmoidCrossEntropy',
-        'softmaxCrossEntropy'
-      ],
-      default: 'categoricalCrossentropy'
-    },
-    {
-      id: 'metrics',
-      name: 'Metrics',
-      description: 'Metrics (multiple can be selected)',
-      yup: yup.array().of(yup.string()).min(1).required(),
-      type: 'select-multiple',
-      options: [
-        'accuracy',
-        'binaryAccuracy',
-        'binaryCrossentropy',
-        'categoricalAccuracy',
-        'categoricalCrossentropy',
-        'cosineProximity',
-        'meanAbsoluteError',
-        'meanAbsolutePercentageError',
-        'meanSquaredError',
-        'precision',
-        'recall',
-        'sparseCategoricalAccuracy'
-      ],
-      default: ['accuracy']
-    }
-  ]
-}
-
 export const privacyParameters: FormSection = {
   id: 'privacyParameters',
   title: 'Privacy Parameters',
@@ -506,7 +433,6 @@ export const sections: FormSection[] = [
   generalInformation,
   displayInformation,
   trainingInformation,
-  modelCompileData,
   privacyParameters,
   modelFiles
 ]