Following you will find a number of the best books to learn more about statistics and its philosophy.
- Opinionated Lessons on Statistics
- Introduction to Statistical Learning
- The Elements of Statistical Learning
- Applied Predicitive Modeling
- Statistical Inference
- Statistical Rethinking
- Data Analysis Using Regression and Multilevel/Hierarchical Models
- Mostly Harmless Econometrics
- Mastering Metrics: The Path from Cause to Effect
- All of Statistics
- Statistics
- Statistics for Experimenters
- Think Bayes
- Computer Age Statistical Inference
- Think Stats
- Machine Learning for Hackers
- Probability and Statistics
- Statistical Evidence: A likelihood paradigm