Maths Reminder And Notes

Generale

• Computational Statistics in Python
• Numerical Approximation Methods by Harold Cohen

Algebra

• Singular Matrix
• Eigenvalues, eigenvectors and eigendecomposition
• Singular Value Decomposition Part 2: Theorem, Proof, Algorithm
• Numerical Linear Algebra

Statistics

• Probability Cheatsheet
• Statistics Done Wrong
• Introduction to Data Science and Visualization
• Introduction to Statistics with python
• Specific Topics
  • Maximum Likelihood Estimation
  • A tutorial introduction to the minimum description length principle
  • EM algorithm
• Networks Demystified 3: The Power Law Rant
• Math Programming
• Information Theory: A Tutorial Introduction