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PyTensor allows you to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.
Website: Data Umbrella & PyMC open source sessions
PyMC educational resources
Examples of PyMC models, including a library of Jupyter notebooks.