Topics to cover

The program is newly started in the month of August. Stay tuned more details :)

Introduction to MLOps, Initial Setup and Hello World

Introduction to Cookiecutter and COG

Data Version Control and Experiment Tracking

Deployment for Demos

AWS CrashCourse: EC2 Spot Instances, S3, EKS, Kinesis, Firehose, Sagemaker

Distributed Training and Case Study

Model Explainability

Model Serving with Torch Serve

Train on Habana Chips and Deployment on Accelerators and Serverless Inference

Deployment on Edge Devices

Kubeflow, Sagemaker Pipelines and Kafka

Model and Data Drift

CI/CD Pipeline with AWS

Capstone Preparation

Capstone Project Starts