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Bayesian Learning

Interactive notebooks for the Bayesian Learning book
Showing 1-30 of 36 listings
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1.
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Bernoulli distribution This notebook is a fork
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Mattias Villani
Sep 4, 2023•1
2.
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Maximum likelihood - Bernoulli data This notebook is a fork
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Mattias Villani
Nov 18, 2023
3.
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Bayes' theorem for events
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Mattias Villani
Jun 9, 2024•2
4.
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Bayesian inference for Bernoulli iid data This notebook is a fork
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Mattias Villani
Nov 18, 2023
5.
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Bayesian inference for Gaussian iid data with known variance This notebook is a fork
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Mattias Villani
Feb 10, 2025•1
6.
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Maximum likelihood for iid Poisson data This notebook is a fork
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Mattias Villani
Feb 4, 2024
7.
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Bayesian inference for iid Poisson counts This notebook is a fork
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Mattias Villani
Feb 10, 2025
8.
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Bayesian inference for Exponential iid data This notebook is a fork
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Mattias Villani
Dec 21, 2023
9.
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Bayesian credible intervals
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Mattias Villani
Feb 3, 2024
10.
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Scaled inverse chi2 distribution This notebook is a fork
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Mattias Villani
Sep 4, 2023
11.
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Bayesian inference for Gaussian iid data This notebook is a fork
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Mattias Villani
Apr 25, 2024
12.
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Bayesian inference for multinomial data This notebook is a fork
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Mattias Villani
Oct 7, 2023
13.
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Autoregressive processes - simulation and priors This notebook is a fork
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Mattias Villani
Feb 9, 2025
14.
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Prior predictive - iid Poisson model with Gamma prior This notebook is a fork
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Mattias Villani
Feb 9, 2025
15.
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Multivariate normal distribution
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Mattias Villani
Apr 16, 2025
16.
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Bayesian linear regression
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Mattias Villani
Dec 10, 2023
17.
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Central limit theorem This notebook is a fork
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Mattias Villani
Apr 12, 2025
18.
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Law of Large Numbers This notebook is a fork
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Mattias Villani
Mar 11, 2025
19.
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The Taylor approximation This notebook is a fork
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Mattias Villani
Mar 12, 2025
20.
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Second derivative measures the curvature of a function This notebook is a fork
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Mattias Villani
Aug 19, 2023
21.
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Random Walk Metropolis This notebook is a fork
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Mattias Villani
Feb 13, 2025
22.
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Hamiltonian Markov Chain Monte Carlo This notebook is a fork
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Mattias Villani
Jul 25, 2023•1
23.
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Leapfrog Integrator This notebook is a fork
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Mattias Villani
Jul 25, 2023
24.
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HMC sampling from multi-modal distributions This notebook is a fork
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Mattias Villani
Jul 26, 2023
25.
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Posterior approximation - Beta model for proportions
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Mattias Villani
Nov 19, 2023
26.
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Dirichlet Distribution This notebook is a fork
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Mattias Villani
Oct 6, 2023
27.
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Distributions on the unit simplex This notebook is a fork
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Mattias Villani
Dec 31, 2023•1
28.
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Maximum likelihood - Poisson regression This notebook is a fork
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Mattias Villani
May 18, 2025
29.
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Kullback-Leibler divergence - continuous distributions This notebook is a fork
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Mattias Villani
May 29, 2024
30.
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Confidence interval for a proportion This notebook is a fork
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Mattias Villani
Jan 18, 2025
Showing 1-30 of 36 listings
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