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General ML

  • civisml-extensions alt text - scikit-learn-compatible estimators from Civis Analytics
  • fklearn alt text - Functional Machine Learning
  • sklearn-extensions alt text - a consolidated package of small extensions to scikit-learn
  • bace alt text - A deck of Naive Bayes algorithms with sklearn-like API
  • HungaBunga - Brute-Force all sklearn models with all parameters using .fit .predict!
  • Random Forest Clustering - Unsupervised Clustering using Random Forests.sklearn

Gradient Boosting Machines

  • InfiniteBoost - building infinite ensembles with gradient descent
  • TGBoost alt text - Tiny Gradient Boosting Tree

Deap Learning

  • Conx - The On-Ramp to Deep Learning
  • quinn - pyspark methods to enhance developer productivity. alt text
  • scikit-chainer - Scikit-learn like interface to chainer. alt text
  • chainer_sklearn - Sklearn (Scikit-learn) like interface for Chainer. alt text
  • Aorun - Intend to implement an API similar to Keras with PyTorch as backend. PyTorch based/compatible

Probabilistic Methods

  • sampled - Decorator for reusable models in PyMC3.
  • Edward - A library for probabilistic modeling, inference, and criticism. sklearn
  • Aboleth - A bare-bones TensorFlow framework for Bayesian deep learning and Gaussian process approximation. sklearn
  • skggm - Estimation of general graphical models. sklearn

Data Manipulation

  • alexander alt text alt text - wrapper that aims to make scikit-learn fully compatible with pandas
  • Fuel - Data pipeline framework for machine learning.

Quantum Computing

Evaluation

Statistics

  • simplestatistics - Simple statistical functions implemented in readable Python.
  • pysie - Provides python implementation of statistical inference engine.

Computations

  • nancorrmp - Parallel correlation calculation for huge matrices with NaNs and infs.