Books

Think bayes:

Bayesian statistics made simple

Daily coding problem

the hundred page Machine learning book

Applied Predictive Modeling

Machine Learning

The elements of statistical learning:

Data mining, inference, and prediction

Python Feature Engineering Cookbook

TensorFlow Machine Learning Cookbook

Machine Learning Yearning

Introducing MLOps

Machine Learning Refined

Understanding Machine Learning: From Theory to Algorithms

Foundations of Machine Learning

Foundations of Data Science

Python Machine Learning By Example

Gaussian Processes for Machine Learning

Think Stats: Probability and Statistics for Programmers

Machine Learning Pocket Reference

Deep Learning Interviews

Designing Machine Learning Systems with Python

Bayesian Methods for Hackers

Statistical Methods: An Introduction to Basic Statistical Concepts and Analysis

The Google Resume

The Pragmatic Programmer

Algorithms to Live By