Math Foundations

The intuition behind every AI algorithm, through code, not textbooks.

Цена: 7 670 ₽

Длительность: 19 ч

Автор: John Jackson

Программа курса

  1. Linear Algebra Intuition
  2. Vectors, Matrices & Operations
  3. Matrix Transformations
  4. Calculus for Machine Learning
  5. Chain Rule & Automatic Differentiation
  6. Probability and Distributions
  7. Bayes' Theorem
  8. Optimization
  9. Information Theory
  10. Dimensionality Reduction
  11. Singular Value Decomposition
  12. Tensor Operations
  13. Numerical Stability
  14. Norms and Distances
  15. Statistics for Machine Learning
  16. Sampling Methods
  17. Linear Systems
  18. Convex Optimization
  19. Complex Numbers for AI
  20. The Fourier Transform
  21. Graph Theory for Machine Learning
  22. Stochastic Processes
  23. Итоговое задание