ML_Links

https://github.com/LukeWood/ModelWalkthrough/ https://www.arshad-kazi.com/roc-curve-and-aur-from-scratch/ https://towardsdatascience.com/a-beginners-guide-to-regression-analysis-in-machine-learning-8a828b491bbf

https://www.muratkocaoglu.com/teaching/ece695 https://www.amstat.org/ASA/Your-Career/Awards/Causality-in-Statistics-Education-Award.aspx https://www.ssc.wisc.edu/~felwert/causality/?page_id=66 https://stat.ethz.ch/lectures/ss21/causality.php#course_materials https://golem.ph.utexas.edu/category/2021/11/causality_in_machine_learning.html https://ftp.cs.ucla.edu/pub/stat_ser/r509.pdf

Jason Bramburger

https://www.youtube.com/channel/UCdf2-sP9uBkJMi7OJV6SS8w/playlists

https://stackoverflow.com/questions/69324367/maxpooling-2x2-array-only-using-numpy/69325013#69325013 https://stackoverflow.com/questions/65465623/numpy-column-wise-and-row-wise-sums-of-a-given-2d-matrix/65466264#65466264