Month 18: Advanced Statistical Analysis Techniques

Week 1: Linear Regression

• Recap of Simple and Multiple Linear Regression
• Non-linear Regression
• Regularized Regression (Ridge, Lasso, Elastic Net)

Week 2: Time Series Analysis

• Introduction to Time Series Analysis
• Time Series Components (Trend, Seasonality, Residual)
• ARIMA Models
• Seasonal ARIMA Models (SARIMA)

Week 3: Multivariate Analysis

• Multivariate Analysis Techniques (PCA, Factor Analysis)
• Cluster Analysis (K-Means, Hierarchical)
• Discriminant Analysis

Week 4: Bayesian Statistics

• Introduction to Bayesian Statistics
• Bayesian Inference
• Markov Chain Monte Carlo (MCMC) Methods
• Bayesian Hierarchical Modeling