| Week | Date | Tuesday | Thursday | Due |
|---|---|---|---|---|
| 1 | 01/12 | 📚 Course IntroductionCh 1Foundations of Probability & InferenceInterpretations of ProbabilityStatistical Inference Paradigms |
Ch 1Python EchoSystem, Distribution Review, and Relationships |
|
| 2 | 01/19 | Ch 2Monte Carlo Fundamentals & Uniform Random Variates |
Ch 2Inverse CDF + Transformation methods for Normal Distribution |
|
| 3 | 01/26 | Ch 2Rejection Sampling |
Ch 2Variance Reduction Methods |
📘 Homework 1⏰ Due 1/30 |
| 4 | 02/02 | Ch 3Exponential Familes and Maximum Likelihood Theory |
||
| 5 | 02/09 | Ch 3Least Squares Estimation; Assumptions; and Diagnostics |
Ch 3Least Squares Estimation; Assumptions; and DiagnosticsStart Continued Generalized Linear Models (GLMs) |
📘 Homework 2⏰ Due 2/13 |
| 6 | 02/16 | Ch 3Continued Generalized Linear Models (GLMs) |
Ch 4Sampling Distribution Proble; ECDF and Plug In Principle |
|
| 7 | 02/23 | Ch 4Nonparametric Bootstrap |
📘 Homework 3⏰ Due 2/27 |
|
| 8 | 03/02 | Ch 4Parametric Bootstrap |
Ch 4Jackknife Fundamentals (Leave-one-out resampling) |
|
| 9 | 03/09 | Ch 4Bootstrap Confidence Intervals; Bias Correction |
Ch 4Cross Validation for Model Selection; Predictive Performance Estmation |
|
| 10 | 03/16 |
📝 MIDTERM I
In Class
|
Ch 5Bayesian foundations; Prior specification |
📘 Homework 4⏰ Due 3/20 |
| 11 | 03/23 | Ch 5Conjugate priors; Analytical posteriors |
Ch 5Credible intervals |
|
| 12 | 03/30 | Ch 5Markov chain foundations |
Ch 5MCMC, Metropolis-Hastings; Gibbs sampling |
📘 Homework 5⏰ Due 4/3 |
| 13 | 04/06 | Ch 5Convergence diagnostics; Model comparison |
Ch 5Posterior predictive checks; Hierarchical models |
|
| 14 | 04/13 | Ch 6Integration and workflows |
Ch 6Text preprocessing; Feature extraction with embeddings |
📘 Homework 6⏰ Due 4/17 |
| 15 | 04/20 |
📝 MIDTERM II
In Class
|
Ch 6Pre-trained models for analysis and annotation; RAG systems |
📘 Homework 7 (tentative)⏰ Due 4/24 |
| 16 (Queit Week) | 04/27 | Ch 6Responsible AI; Privacy; Prompt engineering |
Ch 6Additional LLM topics |
|
| 17 (Finals Week) | 05/04 | 🎤 CAPSTONE PRESENTATIONS Date TBA | ||