Posts in
07 October 2021 - Hierarchical Partial Pooling
Posts in advanced
30 September 2022 - Pathfinder Variational Inference
05 August 2022 - Fitting a Reinforcement Learning Model to Behavioral Data with PyMC
31 July 2022 - Gaussian Processes using numpy kernel
24 March 2022 - How to wrap a JAX function for use in PyMC
19 March 2022 - Factor analysis
08 January 2022 - Dirichlet mixtures of multinomials
16 September 2021 - Dirichlet process mixtures for density estimation
Posts in beginner
27 September 2022 - Generalized Extreme Value Distribution
27 September 2022 - Bayesian regression with truncated or censored data
02 August 2022 - How to debug a model
27 June 2022 - GLM: Negative Binomial Regression
17 June 2022 - Stochastic Volatility model
04 June 2022 - Splines
01 June 2022 - Bayes Factors and Marginal Likelihood
31 May 2022 - Sampler Statistics
31 May 2022 - General API quickstart
31 May 2022 - Approximate Bayesian Computation
27 April 2022 - Regression discontinuity design analysis
27 April 2022 - Gaussian Mixture Model
27 March 2022 - Simpson’s paradox and mixed models
27 March 2022 - Bayesian moderation analysis
27 February 2022 - Binomial regression
27 February 2022 - Bayesian mediation analysis
10 February 2022 - Lasso regression with block updating
07 January 2022 - Bayesian Estimation Supersedes the T-Test
16 December 2021 - Using shared variables (Data container adaptation)
16 December 2021 - Using a “black box” likelihood function (numpy)
19 October 2021 - Sequential Monte Carlo
25 September 2021 - Multivariate Gaussian Random Walk
23 May 2021 - Introduction to Bayesian A/B Testing
27 August 2013 - GLM: Robust Linear Regression
Posts in explanation
01 June 2022 - Bayes Factors and Marginal Likelihood
31 May 2022 - Approximate Bayesian Computation
27 April 2022 - Regression discontinuity design analysis
21 December 2021 - Bayesian Additive Regression Trees: Introduction
Posts in how-to
30 September 2022 - Pathfinder Variational Inference
05 August 2022 - Fitting a Reinforcement Learning Model to Behavioral Data with PyMC
27 May 2022 - Censored Data Models
02 April 2022 - Model building and expansion for golf putting
24 March 2022 - How to wrap a JAX function for use in PyMC
19 March 2022 - Factor analysis
19 March 2022 - A Hierarchical model for Rugby prediction
Posts in intermediate
30 November 2022 - GLM: Poisson Regression
27 November 2022 - Bayesian Vector Autoregressive Models
27 October 2022 - Kronecker Structured Covariances
27 October 2022 - Interrupted time series analysis
24 October 2022 - A Primer on Bayesian Methods for Multilevel Modeling
20 October 2022 - Forecasting with Structural AR Timeseries
28 September 2022 - Gaussian Processes: Latent Variable Implementation
27 September 2022 - Difference in differences
27 August 2022 - Model Averaging
27 June 2022 - Rolling Regression
30 May 2022 - Variational Inference: Bayesian Neural Networks
27 May 2022 - Censored Data Models
27 April 2022 - Gaussian Process for CO2 at Mauna Loa
27 April 2022 - Air passengers - Prophet-like model
17 April 2022 - NBA Foul Analysis with Item Response Theory
02 April 2022 - Model building and expansion for golf putting
22 March 2022 - Mean and Covariance Functions
19 March 2022 - A Hierarchical model for Rugby prediction
08 January 2022 - GLM: Model Selection
21 December 2021 - Bayesian Additive Regression Trees: Introduction
17 November 2021 - GLM: Robust Regression using Custom Likelihood for Outlier Classification
11 November 2021 - Hierarchical Binomial Model: Rat Tumor Example
23 October 2021 - Estimating parameters of a distribution from awkwardly binned data
07 October 2021 - Hierarchical Partial Pooling
23 September 2021 - GLM: Mini-batch ADVI on hierarchical regression model
18 September 2021 - Marginalized Gaussian Mixture Model
27 February 2018 - Diagnosing Biased Inference with Divergences
Posts in reference
28 September 2022 - Gaussian Processes: Latent Variable Implementation
22 March 2022 - Mean and Covariance Functions
Posts in tutorial
17 April 2022 - NBA Foul Analysis with Item Response Theory
23 May 2021 - Introduction to Bayesian A/B Testing