STA 243 Computational Statistics

Discussion Materials

• Discussion 1: Introduction to Python Programming, Homework and LaTeX   STA243 Discussion 1.ipynb 

• Discussion 2: Power Method and Sketching  STA243 Discussion 2.ipynb 

• Discussion 3: Convex Optimization  STA243 Discussion 3.ipynb  

• Discussion 4: Stochastic Gradient Descent STA243 Discussion 4.ipynb

• Discussion 5: Subgradient and Proximal Gradient Method STA243 Discussion 5.ipynb

• Discussion 6: EM algorithm STA243 Discussion 6.ipynb

• Discussion 7: EM algorithm (Cont. ) STA243 Discussion 7.ipynb

• Discussion 8: Rejection Sampling and Monte Carlo method STA243 Discussion 8.ipynb

• Discussion 9: Importance sampling and Metropolis-Hastings Algorithm STA243 Discussion 9.ipynb