# Intercausal Reasoning

Explaining Away and Explaining "Close"

# Introduction to Dirichlet Distribution

Mathematical Foundations to Dirichlet Distribution

# Introduction to Exponential Family

Setting Up Foundations to Variational Inference

# Understand Proportional Symbol in Probability and Statistics

Some Math Conventions in Probability and Statistics

# Maximum Likelihood Estimation of N-Gram Model Parameters

Mathematical Proof of the Maximum Likelihood Estimation of N-Gram Model Parameters

# Multivariate Gaussian and Covariance Matrix

Fill Up Some Probability Holes

# Pseudolikelihood in Graphical Models

Understand How Pseudolikelihood Works in Graphical Models