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| Challenging PyMC3 Topics | Explanations of Our Expertise |
|---|---|
| Advanced Bayesian Modeling | Our experts can handle intricate hierarchical, mixture, and state-space models, guiding you through model development. |
| Sampling Algorithms | We offer guidance on implementing NUTS, Metropolis-Hastings, and other advanced sampling algorithms for reliable results. |
| Model Evaluation and Diagnostics | We assist in assessing model quality through trace plots, autocorrelation analysis, and posterior predictive checks. |
| Bayesian Nonparametrics | Dealing with Dirichlet Processes, Gaussian Processes, and other nonparametric models is within our expertise. |
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| Bayesian Model Comparison | We help you compare and select the most suitable Bayesian models using methods like Bayes factors and LOO-CV. |
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