Yaolinwang / Machine-Learning-Teaching-Assistant-Materials

Machine Learning Course Python - Columbia University MS. Applied Analytics

I worked two semesters as a Teaching Assistant for Machine Learning course for MS.AA program at Columbia University in 2017.

These Notebooks are what I prepared for my students who have no programming backgroud. Help them to apply Machine Learning techniques with Python.

Notebooks outline:

1. Python basic. Key concepts in Python, a quick and comprehensive introduction to Python programming.
2. Pandas and Numpy. Introduction and application of Pandas and Numpy.
3. Linear regression. Basic linear regression and plot with Python.