Lecture Notes

1. Probabilities - Concept & Theory

2. Application: Letter Frequencies

3. Probabilities

4. Application: Monty Hall Problem

5. Application: White Token Out Of A Bag

6. Application: Six Switch Puzzle

7. Distributions 1 : Discrete Distributions

8. Distributions 2 : Continous Distributions

9. Game Theory

10. Application: Prisonner’s Dilemma with Memory

11. Gale-Shapley Algorithm Implementation

12. Information Theory

13. Application: Message Transmission Over A Noisy Channel

14. Cellular Automata

15. 2D Ising Model

16. Neural Networks

Appendix: Optimization, Minimization & Fitting Notes & Recipes