Due dates of exams will not move, however the timeline of topics and smaller assignments might be updated throughout the semester. All videos should be downloaded in advance to avoid issues with internet connections. This can be done either by clicking on each video. A more automated way would be to clone to repository. All videos, are stored in videos/ under each lecture files.
| Date |
Lesson |
Slides |
Video |
Video |
Lab RMD/PDF |
Lab Video |
Lab Partial Solution |
HW |
Misc |
Reading |
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Week 00 (Due before 1st Day of Class) |
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| Mon Aug. 25 |
Welcome to STA 360/602! |
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| Mon Aug. 27 |
Module 1: Intro to Bayes |
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| Thurs. Aug. 28 |
Lab 2: Intro to Bayes (Watch Videos) |
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Week 01 |
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| Wed. Sep 1 |
Module 2: Intro to Decision Theory |
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| Wed, Sep 3 |
Intro to Decision Theory |
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| Thurs. Sep. 4 |
Lab 3: Intro to Decision Theory (Watch Videos) |
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Week 02 |
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| Mon. Sep. 8 |
Module 3: Intro to Normal Conjugacy |
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| Mon. Sep 10 |
Module 4: Intro to Normal-Gamma Conjugacy |
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| Thurs, Sep. 11 (Watch Videos) |
Lab 4: Intro to Normal Gamma Conjugacy |
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Week 03 |
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| Mon. Sep 15 |
Module 5: Intro to Monte Carlo |
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| Wed, Sep. 17 |
Module 5: Continuation of Monte Carlo Methods |
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| Thurs. Sep. 18 (Watch Videos) |
Lab 5: Intro to Monte Carlo (Rejection Sampling) |
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Week 04 |
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| Mon. Sep 22 |
Module 6: Introduction to Metropolis |
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| Wed Sep. 24 |
Module 6: Intro to Metropolis (Continued) |
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| Thurs. Sep 26 |
Lab 6: Intro to Monte Carlo |
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Week 05: Exam I |
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| Mon, Sep 29 |
Review for Exam I |
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| Wed, Oct 1 |
Exam I (In Class) |
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| Thurs, Oct 2 |
Lab 6: Intro to Monte Carlo |
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Week 06: Gibbs Sampling, Part I |
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| Mon Oct 6 |
Module 7: Gibbs Sampling, Part I |
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| Wed, Oct 8 |
Module 7: Gibbs Sampling, Part I (Continued) |
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| Thurs, Oct 9 |
Lab 7: Intro to Gibbs Sampling |
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Week 07: Gibbs Sampling (Parts II and III) |
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| Mon. Oct 13 |
Module 7: Gibbs Sampling, Part II |
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| Wed, Oct 15 |
Module 7: Gibbs Sampling, Part III |
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| Thurs. Oct 16 |
Lab: Review of Practice Problems and Current Material |
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Week 08: Module 7: Gibbs Sampling, Part IV and Module 8: Multivariate Normal Distribution |
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| Mon. Oct 20 |
Module 7: Gibbs Sampling, Part IV |
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| Wed. Oct 22 |
Module 8: The Multivariate Normal Distribution |
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| Thurs. Oct. 23 |
Lab 8: Gibbs Sampling, Mixture Models, and Data Augmentation |
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Week 09: Multivariate Normal Distribution and Missing Data |
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| Mon, Oct 27 |
Module 8: The Multivariate Normal Distribution (Continued) |
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| Wed Oct 29 |
Module 8: The Multivariate Normal Distribution and Missing Data |
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| Thurs Oct 30 |
Lab 9: Homework Exercises (that correspond to homework 7) |
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Week 10: Exam II |
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| Monday Nov 3 |
Review Session for Exam II |
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| Wed. Nov. 5 |
Exam II |
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| Thurs. Nov 6 |
Lab 9: Homework Exercises (that correspond to homework 7) |
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Week 11: Multivariate Gaussian, MLE, and Regression |
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| Mon., Nov 10 |
Multivariate Missing Data and MLE's |
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| Wed., Nov 12 |
Linear Regression |
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| Thurs. Nov 13 |
Lab 10: Linear Regression |
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Week 12: Regression Continued |
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| Mon., Nov. 17 |
Module 9: Linear Regression (Continued) |
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| Wed. Nov. 19 |
Logistic Regression |
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| Thurs. Nov 20 |
Preparing for the Final Exam |
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