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Related but possibly distinct would be using PyMC
or another backend to handle all the MCMC stepping. This requires having sufficient control over the process to do the neural network proposal, training, and acceptance. But it may simplify future development and take advantage of available improvements. It was previously important to implement and fully understand myself, but as barmpy
matures, it's likely more valuable to use the best possible tools where possible.
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