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Advanced tutorials

Our advanced tutorials provide a detailed explanation of different methods. These tutorials are meant as further reading for power-users (or users who are particularly interested in a particular feature of sbi), but they should not be required to successfully run sbi. If you are looking for brief answers to specific questions, check our how-to guide.

.. toctree::
   :maxdepth: 1


Prior and simulator

.. toctree::
   :maxdepth: 1

   advanced_tutorials/06_restriction_estimator.ipynb

Neural nets

.. toctree::
   :maxdepth: 1

   advanced_tutorials/04_embedding_networks.ipynb
   advanced_tutorials/03_density_estimators.ipynb
   advanced_tutorials/12_iid_data_and_permutation_invariant_embeddings.ipynb
   advanced_tutorials/19_flowmatching_and_scorematching.ipynb
   advanced_tutorials/20_score_based_methods_new_features.ipynb
   advanced_tutorials/22_simformer.ipynb


Training

.. toctree::
   :maxdepth: 1

   advanced_tutorials/18_training_interface.ipynb
   advanced_tutorials/02_multiround_inference.ipynb


Sampling

.. toctree::
   :maxdepth: 1

   advanced_tutorials/15_importance_sampled_posteriors.ipynb



Diagnostics

.. toctree::
   :maxdepth: 1

   advanced_tutorials/10_diagnostics_posterior_predictive_checks.ipynb
   advanced_tutorials/11_diagnostics_simulation_based_calibration.ipynb
   advanced_tutorials/13_diagnostics_lc2st.ipynb
   advanced_tutorials/21_diagnostics_misspecification_checks.ipynb


Visualization

.. toctree::
   :maxdepth: 1

   advanced_tutorials/05_conditional_distributions.ipynb
   advanced_tutorials/17_plotting_functionality.ipynb
   advanced_tutorials/07_sensitivity_analysis.ipynb