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FACTORIE is a toolkit for deployable probabilistic modeling, implemented as a software library in Scala. It provides its users with a succinct language for creating relational factor graphs, estimating parameters and performing inference.
Space for some arbitrary utilities written in python
scikit-learn: machine learning in Python
Practice space for probabilistic graphical models in python