Data Science/ML Learning Resources

Personal curation of learning resources. Work in progress.

Probability/Math

1. Intuitive Introduction to Probability
2. Introduction to Linear Algebra for Applied Machine Learning with Python

Statistics/Experimentation

1. Intro to Hypothesis Testing - jbstatistics, khan academy
2. Experimentation in Other Companies

Data Engg/SQL

1. Learning Path for Data Engineering

General DS/ML

1. 10-601 Machine Learning by CMU
2. Intro To ML with Coders
3. Time Series Analysis - ritvikmath

Machine Learning Engineering Resources

1. Eugene Yan - Applied ML resources
2. A Practical Guide to Maintaining Machine Learning in Production

Interview Questions

1. List of 200 SQL Queries for Practice Before Interview
2. Data Science Interview Prep
3. 40 Probability & Statistics Data Science Interview Questions
4. OVER 100 Data Scientist Interview Questions and Answers!
5. PRACTICE QUESTIONS ON BAYES’S FORMULA AND ON PROBABILITY
6. rbhatia46/Data-Science-Interview-Resources