https://www.reddit.com/r/datascience/comments/10ibxfj/coding_ml_algorithms_from_scratch/

https://www.yuan-meng.com/posts/md_coding/

Classification, Distance Functions

Likelihood, MLE, MAP

Linear Regression, Logistic Regression, Regularization

Decision Trees & Random Forests

Multiclass Classification

Neural Nets, Generalization

Support Vector Machines

Kernel Machines