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Online
12 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| INR 1000 | yes | IIT Kanpur |
The Syllabus
- Probability and Random Variables I
- Probability and Random Variables II
- Bayes’ theorem, likelihood function, prior distribution, and posterior distribution
- Parameter estimation I: Analytical methods and grid approximation
- Parameter estimation II: Markov Chain Monte Carlo
- Parameter estimation III: Hamiltonian Monte Carlo and the brms package
- Bayesian regression modeling
- Model comparison I: Cross validation
- Model comparison II: Bayes factors
- Bayesian hierarchical modeling
- Bayesian modeling with Stan
- Mixture models and multinomial processing trees
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