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Add explanation for compound step methods (#3014)

* add explanation for compound step methods * init the notebook * finish the draft for compound steps doc * index in examples.rst * undo the change for docstring * update pymc3 and rerun the notebook * undo change in sampling.py

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docs/source
- examples.rst
- notebooks
  - sampling_compound_step.ipynb

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`‎docs/source/examples.rst`

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    notebooks/PyMC3_tips_and_heuristic.ipynb
    notebooks/LKJ.ipynb
    notebooks/live_sample_plots.ipynb
 +   notebooks/sampling_compound_step.ipynb
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