Learning CS229

The repo records my solutions to all assignments and projects of Stanford CS229 Fall 2017.

One of many my self-studied courses. You can also check out some of them via belowing links:

• CS224n Natural Language Processing with Deep Learning, Stanford
• CS224w Machine Learning with Graphs, Stanford

It's the open Internet and the great and kind minds that makes a glance at the beautiful knowledge world possible for us navigators.

Thousand Thanks to those kind and cool people!

[Disclaimer] For students who are taking this course, you have to be responsible for yourself and obey the Honor Code not to refer this repo.

Introduction 💡

The main learning materials are Fall 2018 class notes and CS229 open course videos.

You can open a new issue or send me a email if you find any mistakes.

The course page is here. http://cs229.stanford.edu/syllabus.html

Accomplishment 🎈

• Assignment #1 (😄)
  • problem set: ps1
  • solution: link
  • source code: link
• Assignment #2 (😄)
  • problem set: ps2
  • solution: link
  • source code:
    • Logistic Regression: Training stability
    • Spam classification: Naive Bayes
• Assignment #3 (😄)
  • problem set: ps3
  • solution: link
  • source code: - K-means: Image Compression
• Assignment #4 (😄)
  • problem set: ps4
  • solution: link
  • source code:
    • BP Neural Network
    • ICP
    • MDP
• Project
  • I'll try to solve one of problems in kaggle competition and take it as my class projcet. More details can be seen in my repository.

Tools 🔨

VS Code
Python 3.6.4
PyTorch 1.0.0
Tex Live 2018