Learning Statistics
Using Right now:
- All of Statistics (Book)
- Mathematics for Machine Learning (Book)(GREAT BOOK based on the few pages on SVM that I read)
- StatQuest (Youtube)
- Joe Blitzstein Lectures (Harvard)
- Joe Blitzstein / Jessica Hwang Book
Resources to use:
- Seeing Theory
- Probabilistic World Blog
- Stats 110x Blitzstein
- StatQuest
- 3Blue1Brown Probability
- Statistical for the 21st century
- r2d3 visual intro to ML
- Brandon Foltz Youtube
- Joe Blitzstein lectures youtube
- Boundless Statistics
- Statistics stackexchange
- Visualization Maximum Likelihood Estimation
Books:
- All of Statistics Larry Wasserman
- Mathematics for Machine Learning - Deisenroth et al.
- Statitics in a Nutshell - Boslaugh
- Statistics - Freeman et al.
- Mathematical Statistics with Applications - Dennis-Wackerly
- Introduction to Probability - Bertsekas and Tsitsiklis
- Intuitive Introductory statistics - Wolfe and Schneider (Supports Idea of pie charts wtf.. idk about this)
- Introduction to Statistical Learning - Hastie, Tibshirani
- Joe Blitzstein / Jessica Hwang Book
- Elements of Statistical Learning - Hastie, Tibshirani