| Tue, Jan 7 |
Overview. Probabilistic inference on discrete spaces. |
BDA 1.1-1.10 |
| Th, Jan 9 |
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| Tue, Jan 14 |
A tour of Bayesian inference (on discrete spaces). |
BDA 2.1-2.5 |
| Th, Jan 16 |
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| Tue, Jan 21 |
Universal probabilistic inference via importance sampling. |
BDA 9.1-9.5 (going further on Decision Theory) |
| Th, Jan 23 |
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| Tue, Jan 28 |
Bayesian classification, regression, GLMs, and beyond. |
BDA 14.1-14.5 |
| Th, Jan 30 |
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| Tue, Feb 4 |
Properties of Bayesian models. |
BDA 4.1-4.5 |
| Th, Feb 6 |
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| Tue, Feb 11 |
Hierarchical models. |
BDA 5.1-5.7 |
| Th, Feb 13 |
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| Tue, Feb 18 |
Reading week. |
BDA 16.1-16.7 |
| Th, Feb 20 |
Reading week. |
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| Tue, Feb 25 |
Quiz 1. |
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| Th, Feb 27 |
Quiz debrief. Stan basics. Project logistics. |
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| Tue, Mar 4 |
MCMC user guide (via Stan). |
BDA 11.1-11.6 |
| Th, Mar 6 |
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| Tue, Mar 11 |
Bayesian workflow. |
BDA 6.1-6.5 |
| Th, Mar 13 |
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| Fri, Mar 14 |
Project proposal due. |
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| Tue, Mar 18 |
Modelling techniques (selected from prior design, mixtures, imputation, complex data collection). |
BDA 8.1-8.7 |
| Th, Mar 20 |
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| Tue, Mar 25 |
Quiz 2. |
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| Th, Mar 27 |
MCMC developer guide. |
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| Tue, Apr 1 |
MCMC developer guide. |
BDA 12.1-12.6 |
| Th, Apr 3 |
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| Tue, Apr 8 |
More inference techniques. |
BDA 13.7 |
| Fri, Apr 19 |
Final project due. |
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