Programming Basics (Python)
- YouTube: Python Programming Tutorials by Bro code
- YouTube: Python Full Course for Beginners by freeCodeCamp
- Article: Real Python Tutorials
- Article: GeeksforGeeks Python Tutorials
- Book: "Automate the Boring Stuff with Python" by Al Sweigart
- GitHub Repo: TheAlgorithms/Python
- GitHub Repo: Awesome Python
Mathematics Essentials
- YouTube: Essence of Linear Algebra by 3Blue1Brown
- YouTube: Calculus 1 - Full College Course by freeCodeCamp
- Article: Paul's Online Math Notes
- Book: "Mathematics for Machine Learning" by Marc Peter Deisenroth et al.
- Book: "Linear Algebra Done Right" by Sheldon Axler
- GitHub Repo: MathJax
- GitHub Repo: Awsome-math
Statistics Fundamentals
- YouTube: Statistics - A Full Lecture to learn Data Science by DATAtab
- YouTube: Statisctics Playlist
- Article: Towards Data Science - Statistics Articles
- Article: Stat Trek
- Book: "Naked Statistics" by Charles Wheelan
- Book: "Introduction to Probability" by Dimitri P. Bertsekas
- GitHub Repo: Think Stats
Data Structures & Algorithms
- YouTube: Data Structures Easy to Advanced Course by William Fiset
- YouTube: Algorithms and Data Structures by freeCodeCamp
- YouTube: Algorithms and Data Structures by codebasics
- Article: GeeksforGeeks - Data Structures
- Book: "Introduction to Algorithms" by Thomas H. Cormen et al.
- Book: "Data Structures and Algorithms Made Easy" by Narasimha Karumanchi
- GitHub Repo: Keon's Algorithms
- GitHub Repo: DSA in Python
Basic Data Analysis
- YouTube: Data Analysis with Python by freeCodeCamp
- YouTube: Data Science and Machine Learning Bootcamp with R by Jose Portilla
- Article: Towards Data Science - Data Analysis Articles
- Article: Analytics Vidhya - Data Analysis Blog
- Book: "Python for Data Analysis" by Wes McKinney
- Book: "R for Data Science" by Hadley Wickham
- GitHub Repo: Python for Data Analysis Code Examples