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Improve the documentation
The documentation is currently lacking, to say the least. Here is what a minimal working documentation looks like:
- [ ] HOW TO
- [x] Metropolis-within-Gibbs
- [ ] Sample loop
- [x] Multiple chains
- [x] Adaptation
- [ ] Distribute gradient computation
- [x] PyMC
- [x] Aesara
- [x] Numpyro
- [x] TFP
- [ ] TUTORIAL
- [ ] Building a HMC sampler (internal modularity)
- [ ] Stop/Restart the inference
- [x] A catalogue of inference methods, their API, the notebooks where they are showcased
- [ ] #235
- [ ] EXPLAIN
- [ ] Kernel pattern & composition
- [ ] Modularity
- [ ] 3 layers of abstraction
- [ ] Sample then update parameters
- [ ] Vectorizing
- [ ] #25
Better API documentation: https://bylr.info/articles/2022/05/10/api-doc-with-sphinx-autoapi/