ML-Roadmap

Roadmap to becoming a Machine Learning developer in 2020

Translations

• 简体中文

Introduction

Machine learning is Fun!

Data Science Simplified

Data Analysis

Concepts：

The Foundations of Data Science

Computational and Inferential Thinking -The Foundations of Data Science

Data Mining Algorithm：

LearnDataScience Algorithm Implementation

Data-science-resources

Machine Learning

Andrew Ng-Machine Learning

Google-Machine Learning Crash Course

Carnegie Mellon University-Machine Learning

Deep Learning

Udacity-Deep Learning

Learning From Data

Learning From Data

Neural Networks

Youtube-Neural Networks

University Course

Stanford University：

《Statistical Learning》

《Machine Learning》

《Convolutional Neural Networks》

《Deep Leanring for Natural Language Processing》

MIT University：

《Introduction to neural networks》

《Machine Learning》

《Prediction》

More Courses：

awesome-machine-learning

Books

Machine Learning：

Pattern Recognition and Machine Learning PDF Matlab Implementation

Introduction to Machine Learning with Python

Hands-On Machine Learning with Scikit-Learn and TensorFlow

Manual：

understanding-machine-learning-theory-algorithms

ESLII

Deep Learning：

《Deep Learning》

Official website

Neural Networks：

Introduction-Neural Networks and Deep Learning

Articles/Small Videos

Google TensorFlow

Machine-learning-tutorial-python-introduction

machine-learning-algorithm

machine-learning-for-humans

Rules of Machine Learning: Best Practices for ML Engineering

Blogs：

machinelearningmastery

iamtrask

Deeplearningbook

Natural Language Processing with Python

Machine-Learning-Tutorials

Neural Networks：

Youtube-Neural Networks

rnn-effectiveness

NN-Manifolds-Topology

Understanding-LSTMs

augmented-rnns

spotify-cnns

Algorithms

Supervised Learning：

Decision_tree

Naive_Bayes_classifier

Ordinary_least_squares

Logistic_regression

Support_vector_machine

Ensemble_learning

Unsupervised Learning：

Cluster_analysis

Five Famous clustering algorithms：

K-Means

Mean-Shift

DBSCAN

EM/GMM

Agglomerative Hierarchical

Others：

Principal_component_analysis

Singular-value_decomposition

Independent_component_analysis

More Algorithm Lists：

Machine learning algorithms

a-tour-of-machine-learning-algorithms

Scikit-Learn Algorithm for document：

supervised_learning

clustering

decomposition

model_selection

preprocessing

Practice Project

machine-learning-projects-for-beginners

awesome-public-datasets

More Advanced Resources

awesome-deep-learning

awesome-deep-learning-papers

awesome-deeplearning-resources

About me

• Email:chao.qu521@gmail.com

• Blog:https://jsonchao.github.io/

License

Copyright 2018 JsonChao

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.