ML from the Fundamentals

Notebooks for the "ML from the Fundamentals" series. An intuitive, first principles approach to ML. Link: https://rickwierenga.com/blog/ml-fundamentals.

Supervised Learning

Regression

|Part|Title|Blog Post|Notebook|Colab| |-|-|-|-|-| |1|Polynomial Regression|Read Here|GitHub| |2|Logistic Regression|Read Here|GitHub| |3|Softmax Regression|Read Here|GitHub|

Neural Networks

|Part|Title|Blog Post|Notebook|Colab| |-|-|-|-|-| |4|Neural Networks|Read Here|GitHub|

Self supervised Learning

|Part|Title|Blog Post|Notebook|Colab| |-|-|-|-|-| |?|K-Means|Stay tuned!|Stay tuned!|Stay tuned!|