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Data Science

Python Basics

  • Introduction to Python, The Scientific Libraries, Advanced Python Programming, and the Pandas Section of Data and Empirics: Link
  • Chapters 1 – 4 in this book: Link
  • Then this Pandas tutorial: Link
  • Here are some excellent pandas code examples: Link

Math

Linear Algebra

  • Essence of Linear Algebra: Link
  • Khan Academy: Link
  • Intuitive Guide to Linear Algebra: Link
  • Introduction to Methods to Applied Mathematics: Link
  • Mathematical Tools for Physics: Link
  • Linear Algebra Reference: Link
  • Reference: Link

Calculus

  • Essence of Calculus: Link
  • Khan Academy – Calculus 1: Link
  • Khan Academy – Calculus 2: Link
  • Khan Academy – Multivariable Calculus: Link

More Python

Practice Python Projects

  • Projects List: Link
  • Project Euler: Link
  • Examples (Chapter 6 and 7): Link

Data Exploration

Probability and Statistics

Basics

  • Khan Academy: Link
  • Probability and Statistics for Programmers: Link
  • Applied Statistics: Link
  • Probability Cheat sheet: Link

Statistical Learning

  • An Introduction to Statistical Learning: Link
  • Elements of Statistical Learning: Link

Python and Data Science

Basics

  • Chapter 5 Python Data Science Handbook: Link
  • Tutorials: Link

Data Structures and Algorithms in Python

TensorFlow

  • Google Crash Course: Link

SQL

  • Khan Academy: Link

Git and Version Control

Open Courseware

  • Harvard Data Science course: Link

R

Supplementary Material

  • Python 3 Documentation: Link
  • Python Reddit: Link
  • Data Science Reddit: Link
  • Python Stack overflow: Link
  • Data Science Stack Exchange: Link
  • Jupyter: Link
  • How to think like a Computer Scientist: Link