Bayesian Statistics and Computing

Course Introduction and Numerical Basics
- L0: Course introduction
- L1: Numerical basics
Numerical Linear Algebra and Optimization
- L2: Numerical linear algebra in Statistics
- Root-finding and optimization algorithms
Bayesian Computing
- L6: Bayesian thinking
- L7: Introduction to Bayesian computing
- L8: Independent Monte Carlo Methods
- L9: Markov Chain Monte Carlo
- L10: Bayesian regression and prediction