Implements common data science methods and machine learning algorithms from scratch in python. Intuition and theory behind the algorithms is also discussed.
I write the notebooks to contain:
Intuition
Mathematics and Statistics behind the tool/algorithm
Code implementation from scratch (using numpy)
Application to real (publicly available) data
If you sp…