Welcome to the CSOC'21 ML Week 1 resources page.

If you are totally new to Machine Learning, try to complete all the courses and videos from the beginning and start practicing your python skills in the jupyter notebooks.

People who are already familiar with some of the topics here can proceed to the further materials to get much enriched and advanced material to sharpen their skills.

BEGINNER

• [ ] Anaconda Installation
  • Anaconda Installation for Linux
  • Anaconda Installation for windows Note: If you are a Linux user you can install the necessary libraries using pip. pip is a package manager for python packages. In this case, it is a good practice to create a virtual environment before installing various libraries.
• [ ] Learning Python basics
  • Lecture series by Sentdex (First 30 videos should be enough, but feel free to complete the playlist.)

Data Preprocessing

NumPy

• [ ] NumPy tutorial Blog
• [ ] Another tutorial
• [ ] NumPy docs for reference

Pandas

• [ ] Pandas by Sentdex
• [ ] Things in Pandas I Wish I'd Had Known Earlier (IPython Notebook)

Matplotlib

• [ ] Malplotlib by Sentdex