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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.|
|Survival Analysis||We help you apply PyMC3 to solve complex survival analysis problems, addressing various censoring patterns.|
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|Multilevel and Hierarchical Models||We assist in formulating and interpreting multilevel models for nested or hierarchical data structures.|
|Custom Distributions and Transformations||We provide support for defining and incorporating custom distributions and transformations into PyMC3 models.|
|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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