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skorch

github.com

A scikit-learn compatible neural network library that wraps PyTorch.

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Toolbox of models, callbacks, and datasets for AI/ML researchers.

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PyTorch Lightning

github.com

The lightweight PyTorch wrapper for high-performance AI research.

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PyTorch

github.com

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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Xcessiv

github.com

A web-based application for quick, scalable, and automated hyperparameter tuning and stacked ensembling.

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fuku-ml

github.com

Simple machine learning library, including Perceptron, Regression, Support Vector Machine, Decision Tree and more, it's easy to use and easy to learn for beginners.

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skbayes

github.com

Python package for Bayesian Machine Learning with scikit-learn API.

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rgf_python

github.com

Python bindings for Regularized Greedy Forest (Tree) Library.

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REP

github.com

an IPython-based environment for conducting data-driven research in a consistent and reproducible way. REP is not trying to substitute scikit-learn, but extends it and provides better user experience. [Deprecated]

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TFLearn

github.com

Deep learning library featuring a higher-level API for TensorFlow.

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milk

github.com

Machine learning toolkit focused on supervised classification. [Deprecated]

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DIGITS

github.com

The Deep Learning GPU Training System (DIGITS) is a web application for training deep learning models.

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pgmpy

github.com

A python library for working with Probabilistic Graphical Models.

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TPOT

github.com

Tool that automatically creates and optimizes machine learning pipelines using genetic programming. Consider it your personal data science assistant, automating a tedious part of machine learning.

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Annoy

github.com

Approximate nearest neighbours implementation.

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Code samples for my book "Neural Networks and Deep Learning" [DEEP LEARNING].

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neon

github.com

Nervana's high-performance Python-based Deep Learning framework [DEEP LEARNING]. [Deprecated]

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mlxtend

github.com

A library consisting of useful tools for data science and machine learning tasks.

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pydeep

github.com

Deep Learning In Python. [Deprecated]

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deap

github.com

Evolutionary algorithm framework.

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python-timbl

github.com

A Python extension module wrapping the full TiMBL C++ programming interface. Timbl is an elaborate k-Nearest Neighbours machine learning toolkit.

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pomegranate

github.com

Hidden Markov Models for Python, implemented in Cython for speed and efficiency.

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TensorFlow

github.com

Open source software library for numerical computation using data flow graphs.

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Theano

github.com

Optimizing GPU-meta-programming code generating array oriented optimizing math compiler in Python.

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Pebl

github.com

Python Environment for Bayesian Learning. [Deprecated]

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Spearmint

github.com

Spearmint is a package to perform Bayesian optimization according to the algorithms outlined in the paper: Practical Bayesian Optimization of Machine Learning Algorithms. Jasper Snoek, Hugo Larochelle and Ryan P. Adams. Advances in Neural Information Processing Systems, 2012. [Deprecated]

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SKLL

github.com

A wrapper around scikit-learn that makes it simpler to conduct experiments.

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pyhsmm

github.com

library for approximate unsupervised inference in Bayesian Hidden Markov Models (HMMs) and explicit-duration Hidden semi-Markov Models (HSMMs), focusing on the Bayesian Nonparametric extensions, the HDP-HMM and HDP-HSMM, mostly with weak-limit approximations.

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Cortex

github.com

Open source platform for deploying machine learning models in production.

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breze

github.com

Theano based library for deep and recurrent neural networks.

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Pyevolve

github.com

Genetic algorithm framework. [Deprecated]

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imbalanced-ensemble

github.com

Python toolbox for quick implementation, modification, evaluation, and visualization of ensemble learning algorithms for class-imbalanced data. Supports out-of-the-box multi-class imbalanced (long-tailed) classification.

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nilearn

github.com

Machine learning for NeuroImaging in Python.

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CoverTree

github.com

Python implementation of cover trees, near-drop-in replacement for scipy.spatial.kdtree [Deprecated]

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Bolt

github.com

Bolt Online Learning Toolbox. [Deprecated]

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Restricted Boltzmann Machines in Python. [DEEP LEARNING]

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thinking bayes

github.com

Book on Bayesian Analysis.

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python-recsys

github.com

A Python library for implementing a Recommender System.

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Crab

github.com

A flexible, fast recommender engine. [Deprecated]

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Brainstorm

github.com

Fast, flexible and fun neural networks. This is the successor of PyBrain.

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PyBrain

github.com

Another Python Machine Learning Library.

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topik

github.com

Topic modelling toolkit. [Deprecated]

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topicwizard

github.com

Interactive topic model visualization/interpretation framework.

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gensim

github.com

Topic Modelling for Humans.

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PhilanthroPy

github.com

A scikit-learn native toolkit for nonprofit and academic-medical-center fundraising analytics: leakage-safe donor propensity, lapse, planned-giving, wealth-screening and revenue-forecasting estimators.

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Feature-engine

github.com

Open source library with an exhaustive battery of feature engineering and selection methods based on pandas and scikit-learn.

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skforecast

github.com

Python library for time series forecasting using machine learning models. It works with any regressor compatible with the scikit-learn API, including popular options like LightGBM, XGBoost, CatBoost, Keras, and many others.

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