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

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

https://applyingml.com/resources/

https://github.com/eugeneyan/applied-ml

https://docs.google.com/document/d/1eZJMMDL7WfGzq0tRNkRAkjXFgPo4QFDIn8XTsRAWINw/edit?tab=t.0

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