Index

Notes just for myself.

Statistics

1. Uniform Distribution
2. Binomial Distribution
3. Multinomial Distribution
4. Poisson Distribution
5. Normal Distribution
   1. Law of large numbers
   2. Central limit theorem
6. Gamma function
7. Beta function
8. Chi-squared distribution
9. t-distribution
10. F-distribution
11. Other topics
    1. Generating functions
    2. Merginalization of a chain of Gaussians
    3. Sufficient statistics
    4. Factorization theorem

Machine learning

1. Random Fourier features
2. Gaussian process latent variable model
3. Gaussian process dynamical model
4. Gumbel-max sampling
5. Linear regression model
6. Kernel regression model
7. Bayesian linear regression
8. Logistic regression
9. Multi-class logistic regression
10. Principal component analysis
11. Efficient computation of determinant and inverse in FITC
12. Topic Models
    1. Gibbs samplers for LDA

Mathematics

1. Formulas of trigonometric functions