repositories-roadmap

This is a roadmap for all the repositories under my github, and is updated continuously.

1. Personal implementation of ML/DL/NLP/RS models: (to be updated)

• Recommendation System: https://github.com/diavy/recommendation-system
• Matchine Learning: https://github.com/diavy/machine-learning
• NLP: https://github.com/diavy/natural-language-processing

2. Mixture of ML/DL/NLP materials:

• 机器学习、NLP面试中常考到的知识点和代码实现: https://github.com/diavy/ML-NLP
• Tensorflow Implementation for common NLP models: https://github.com/diavy/NLP-Models-Tensorflow
• All kinds of Deep Text Classification models: https://github.com/diavy/text_classification
• NLP Tutorial for Deep Learning(Pytorch and Tensorflow 2.0): https://github.com/diavy/nlp-tutorial

3. Codes implementation for classicial books:

Machine Learning

• 李航统计学习方法（第一版）： https://github.com/diavy/lihang-code
• Hands-on Machine Learning with Scikit-Learn and TensorFlow: https://github.com/diavy/handson-ml

Deep Learning

• Dive Into Deep Learning （PyTorch）： https://github.com/diavy/d2l-pytorch
• A Concise Handbook of TensorFlow 2.0: https://github.com/diavy/tensorflow-handbook
• Deep Learning Cookbook: https://github.com/diavy/deep_learning_cookbook
• Deep Learning with Python: https://github.com/diavy/deep-learning-with-python-notebooks

4. Notes and assignments for online courses:

• Andrew Ng Deep Learning: https://github.com/diavy/Coursera-Deep-Learning-deeplearning.ai
• Coursera HSE-AML NLP course: https://github.com/diavy/hse-natural-language-processing
• Andrew Ng Machine Learning：https://github.com/diavy/ml-coursera-python-assignments
• Stanford CS-224N： https://github.com/diavy/CS224N-2019
• Google Cloud Tensorflow course: https://github.com/diavy/tensorflow-without-a-phd

5. Previously archived projects:

• 2009 Google Summer of Codes:

  • https://github.com/diavy/biolib
  • https://github.com/diavy/cmake-support
  • https://github.com/diavy/libsequence

• PhD Twitter & Science study: https://github.com/diavy/twitter-science

• 2013 D4D mobile call data challenge: https://github.com/diavy/D4D_mobile

• Patient Sentiment project:

  • https://github.com/diavy/python-yelp-crawling
  • https://github.com/diavy/patient-review-absa