josephmisiti/awesome-machine-learning

Computer Science 5 days ago 54.4k

A curated list of awesome Machine Learning frameworks, libraries and software.

May 24th

Python

General-Purpose Machine Learning

Shapash stars1.7k : Shapash is a Python library that provides several types of visualization that display explicit labels that everyone can understand.

Eurybia stars108: Eurybia monitors data and model drift over time and securizes model deployment with data validation.

Colossal-AI stars3.6k: An open-source deep learning system for large-scale model training and inference with high efficiency and low cost.

May 19th

Tools

Misc

Qdrant – Qdrant is open source stars1.7k vector similarity search engine with extended filtering support, written in Rust.

May 18th

C++

General-Purpose Machine Learning

N2D2 stars104 - CEA-List's CAD framework for designing and simulating Deep Neural Network, and building full DNN-based applications on embedded platforms

May 5th

C++

General-Purpose Machine Learning

oneDNN stars2.8k - An open-source cross-platform performance library for deep learning applications.

Apr 29th

C++

General-Purpose Machine Learning

Nebullvm stars1.1k - Easy-to-use library to boost AI inference leveraging multiple deep learning compilers. [DEEP LEARNING]

Apr 14th

Python

Reinforcement Learning

DI-engine stars516 - DI-engine is a generalized Decision Intelligence engine. It supports most basic deep reinforcement learning (DRL) algorithms, such as DQN, PPO, SAC, and domain-specific algorithms like QMIX in multi-agent RL, GAIL in inverse RL, and RND in exploration problems.

Tools

Misc

milvus – Milvus is open source stars10.4k vector database for production AI, written in Go and C++, scalable and blazing fast for billions of embedding vectors.

Apr 8th

Python

Python Survival Analysis

lifelines stars1.9k - lifelines is a complete survival analysis library, written in pure Python

Scikit-Survival stars758 - scikit-survival is a Python module for survival analysis built on top of scikit-learn. It allows doing survival analysis while utilizing the power of scikit-learn, e.g., for pre-processing or doing cross-validation.

Mar 24th

Python

General-Purpose Machine Learning

Towhee - A Python module that encode unstructured data into embeddings.

Mar 18th

Python

Federated Learning

Flower - A unified approach to federated learning, analytics, and evaluation. Federate any workload, any ML framework, and any programming language.

PySyft stars8.1k - A Python library for secure and private Deep Learning.

Tensorflow-Federated A federated learning framework for machine learning and other computations on decentralized data.

Mar 10th

Tools

Misc

Chaos Genius stars374 - ML powered analytics engine for outlier/anomaly detection and root cause analysis.

Jan 31st

Python

Computer Vision

deepface stars3.9k - A lightweight face recognition and facial attribute analysis (age, gender, emotion and race) framework for Python covering cutting-edge models such as VGG-Face, FaceNet, OpenFace, DeepFace, DeepID, Dlib and ArcFace.

retinaface stars316 - deep learning based cutting-edge facial detector for Python coming with facial landmarks

Python

General-Purpose Machine Learning

ChefBoost stars330 - a lightweight decision tree framework for Python with categorical feature support covering regular decision tree algorithms such as ID3, C4.5, CART, CHAID and regression tree; also some advanved bagging and boosting techniques such as gradient boosting, random forest and adaboost.

Jan 11th

Python

General-Purpose Machine Learning

dtaidistance stars728 - High performance library for time series distances (DTW) and time series clustering.

Python

Misc Scripts / iPython Notebooks / Codebases

handsonml stars24.4k - Fundamentals of machine learning in python.

Jan 8th

Python

Data Analysis / Data Visualization

Vaex stars7.1k - A high performance Python library for lazy Out-of-Core DataFrames (similar to Pandas), to visualize and explore big tabular datasets. Documentation can be found here.

Dec 30th, 2021

Python

General-Purpose Machine Learning

RexMex stars237 -> A general purpose recommender metrics library for fair evaluation.

ChemicalX stars518 -> A PyTorch based deep learning library for drug pair scoring

Dec 29th, 2021

Python

General-Purpose Machine Learning

Deepchecks stars1.5k: Validation & testing of machine learning models and data during model development, deployment, and production. This includes checks and suites related to various types of issues, such as model performance, data integrity, distribution mismatches, and more.

Dec 22nd, 2021

Python

Data Analysis / Data Visualization

ipychart stars43 - The power of Chart.js in Jupyter Notebook.

Dec 21st, 2021

Javascript

General-Purpose Machine Learning

Auto ML stars1.6k - Automated machine learning, data formatting, ensembling, and hyperparameter optimization for competitions and exploration- just give it a .csv file! [Deprecated]

Dec 17th, 2021

C++

General-Purpose Machine Learning

PyCaret stars5.7k - An open-source, low-code machine learning library in Python that automates machine learning workflows.

Clojure

General-Purpose Machine Learning

clj-ml stars135 - A machine learning library for Clojure built on top of Weka and friends.

Touchstone stars133 - Clojure A/B testing library.

Clojure

Deep Learning

Flare stars282 - Dynamic Tensor Graph library in Clojure (think PyTorch, DynNet, etc.)

Clojure

Data Analysis

tech.ml.dataset stars443 - Clojure dataframe library and pipeline for data processing and machine learning

Clojure

Data Visualization

Pink Gorilla Notebook stars98 - A Clojure/Clojurescript notebook application/-library based on Gorilla-REPL

notespace stars137 - Notebook experience in your Clojure namespace

Delight stars244 - A listener that streams your spark events logs to delight, a free and improved spark UI

Clojure

Misc

kixistats stars320 - A library of statistical distribution sampling and transducing functions

Fortran

General-Purpose Machine Learning

neural-fortran stars222 - A parallel neural net microframework.

Python

Computer Vision

detectron2 stars21k - FAIR's next-generation research platform for object detection and segmentation. It is a ground-up rewrite of the previous version, Detectron, and is powered by the PyTorch deep learning framework.

Python

General-Purpose Machine Learning

Shapley stars164 -> A data-driven framework to quantify the value of classifiers in a machine learning ensemble.

breze stars96 - Theano based library for deep and recurrent neural networks.

Opytimizer stars517 - Python-based meta-heuristic optimization techniques.

Python

Neural Networks

TResNet: High Performance GPU-Dedicated Architecture stars409 - TResNet models were designed and optimized to give the best speed-accuracy tradeoff out there on GPUs.

Jina AI An easier way to build neural search in the cloud. Compatible with Jupyter Notebooks.

Tools

Misc

Flyte - Flyte makes it easy to create concurrent, scalable, and maintainable workflows for machine learning and data processing.

Dec 7th, 2021

Kotlin

Deep Learning

KotlinDL stars830 - Deep learning framework written in Kotlin.

Dec 6th, 2021

Java

Deep Learning

deepjavalibrary/djl stars2.5k - Deep Java Library (DJL) is an open-source, high-level, engine-agnostic Java framework for deep learning, designed to be easy to get started with and simple to use for Java developers.

Nov 29th, 2021

Python

General-Purpose Machine Learning

imbalanced-ensemble stars109 - 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.

Nov 23rd, 2021

Books

Distributed Machine Learning Patterns stars125 - This book teaches you how to take machine learning models from your personal laptop to large distributed clusters. You’ll explore key concepts and patterns behind successful distributed machine learning systems, and learn technologies like TensorFlow, Kubernetes, Kubeflow, and Argo Workflows directly from a key maintainer and contributor, with real-world scenarios and hands-on projects.

Nov 4th, 2021

Python

Misc Scripts / iPython Notebooks / Codebases

Keras Tuner stars2.5k - An easy-to-use, scalable hyperparameter optimization framework that solves the pain points of hyperparameter search.

Oct 19th, 2021

Rust

General-Purpose Machine Learning

smartcore stars244 - "The Most Advanced Machine Learning Library In Rust."

linfa stars1.7k - a comprehensive toolkit to build Machine Learning applications with Rust

Oct 4th, 2021

Python

Computer Vision

dockerface stars178 - Easy to install and use deep learning Faster R-CNN face detection for images and video in a docker container. [Deprecated]

Oct 3rd, 2021

Python

Misc Scripts / iPython Notebooks / Codebases

Heart_Disease-Prediction stars0 - Given clinical parameters about a patient, can we predict whether or not they have heart disease?

Flight Fare Prediction stars0 - This basically to gauge the understanding of Machine Learning Workflow and Regression technique in specific.

Oct 2nd, 2021

Python

General-Purpose Machine Learning

Streamlit stars19.3k: Streamlit is an framework to create beautiful data apps in hours, not weeks.

Optuna stars6.4k: Optuna is an automatic hyperparameter optimization software framework, particularly designed for machine learning.

Sep 27th, 2021

Python

Computer Vision

Exadel CompreFace stars2k - face recognition system that can be easily integrated into any system without prior machine learning skills. CompreFace provides REST API for face recognition, face verification, face detection, face mask detection, landmark detection, age, and gender recognition and is easily deployed with docker.

Sep 22nd, 2021

Tools

Misc

DVClive stars54 - Python library for experiment metrics logging into simply formatted local files.

Sep 9th, 2021

Books

Machine Learning Bookcamp - Learn the essentials of machine learning by completing a carefully designed set of real-world projects.

Sep 8th, 2021

Python

Computer Vision

computer-vision-in-action stars1.5k - as known as L0CV, is a new generation of computer vision open source online learning media, a cross-platform interactive learning framework integrating graphics, source code and HTML. the L0CV ecosystem — Notebook, Datasets, Source Code, and from Diving-in to Advanced — as well as the L0CV Hub.

Sep 7th, 2021

Books

Grokking Machine Learning - Grokking Machine Learning teaches you how to apply ML to your projects using only standard Python code and high school-level math.

Sep 4th, 2021

Tools

Misc

Weaviate – Weaviate is an open source stars2.5k vector search engine and vector database. Weaviate uses machine learning to vectorize and store data, and to find answers to natural language queries. With Weaviate you can also bring your custom ML models to production scale.

Sep 3rd, 2021

Java

Data Analysis / Data Visualization

Dr. Michael Thomas Flanagan's Java Scientific Library. [Deprecated]

Sep 2nd, 2021

Tools

Misc

More tools to improve the ML lifecycle: Catalyst stars2.9k, PachydermIO. The following are Github-alike and targeting teams Weights & Biases, Neptune.ai, Comet.ml, Valohai.ai, DAGsHub.

Aug 25th, 2021

Python

Reinforcement Learning

RLlib stars20.6k - RLlib is an industry level, highly scalable RL library for tf and torch, based on Ray. It's used by companies like Amazon and Microsoft to solve real-world decision making problems at scale.

Jul 29th, 2021

Python

Computer Vision

IoT Owl stars5 - Light face detection and recognition system with huge possibilities, based on Microsoft Face API and TensorFlow made for small IoT devices like raspberry pi.

Jul 5th, 2021

Python

General-Purpose Machine Learning

Intel(R) Extension for Scikit-learn stars551 - A seamless way to speed up your Scikit-learn applications with no accuracy loss and code changes.

Jun 30th, 2021

C++

General-Purpose Machine Learning

Intel® oneAPI Data Analytics Library stars496 - A high performance software library developed by Intel and optimized for Intel's architectures. Library provides algorithmic building blocks for all stages of data analytics and allows to process data in batch, online and distributed modes.

Javascript

Demos and Scripts

Heroes Wear Masks - A fun TensorFlow.js-based oracle that tells, whether one wears a face mask or not. It can even tell when one wears the mask incorrectly.

Jun 27th, 2021

Python

General-Purpose Machine Learning

Sklearn-genetic-opt stars114: An AutoML package for hyperparameters tuning using evolutionary algorithms, with built-in callbacks, plotting, remote logging and more.

Jun 18th, 2021

Python

General-Purpose Machine Learning

Evidently stars2.4k: Interactive reports to analyze machine learning models during validation or production monitoring.

Jun 5th, 2021

Python

General-Purpose Machine Learning

FEDOT stars388: An AutoML framework for the automated design of composite modeling pipelines. It can handle classification, regression, and time series forecasting tasks on different types of data (including multi-modal datasets).

Jun 1st, 2021

Python

Reinforcement Learning

Maze stars208 - Application-oriented deep reinforcement learning framework addressing real-world decision problems.

May 24th, 2021

Python

Computer Vision

OpenVisionAPI - Open source computer vision API based on open source models.

Apr 23rd, 2021

Java

General-Purpose Machine Learning

knn-java-library stars3 - Just a simple implementation of K-Nearest Neighbors algorithm using with a bunch of similarity measures.

Apr 22nd, 2021

Tools

Misc

MLReef - MLReef is an end-to-end development platform using the power of git to give structure and deep collaboration possibilities to the ML development process.

Apr 15th, 2021

Scala

Data Analysis / Data Visualization

NDScala stars37 - N-dimensional arrays in Scala 3. Think NumPy ndarray, but with compile-time type-checking/inference over shapes, tensor/axis labels & numeric data types

Scala

General-Purpose Machine Learning

ONNX-Scala stars104 - An ONNX (Open Neural Network eXchange) API and backend for typeful, functional deep learning in Scala (3).

Apr 13th, 2021

Python

General-Purpose Machine Learning

Microsoft ML for Apache Spark stars3.3k -> A distributed machine learning framework Apache Spark

Scala

General-Purpose Machine Learning

Microsoft ML for Apache Spark stars3.3k -> A distributed machine learning framework Apache Spark

Mar 23rd, 2021

Python

General-Purpose Machine Learning

Backprop stars226 - Backprop makes it simple to use, finetune, and deploy state-of-the-art ML models.

Mar 21st, 2021

Python

Natural Language Processing

DL Translate stars209 - A deep learning-based translation library between 50 languages, built with transformers.

Mar 10th, 2021

Python

General-Purpose Machine Learning

River stars3.4k: A framework for general purpose online machine learning.

Mar 9th, 2021

Javascript

General-Purpose Machine Learning

tensor-js stars31 - A deep learning library for the browser, accelerated by WebGL and WebAssembly

WebDNN stars1.9k - Fast Deep Neural Network Javascript Framework. WebDNN uses next generation JavaScript API, WebGPU for GPU execution, and WebAssembly for CPU execution.

C++

General-Purpose Machine Learning

QuestDB A relational column-oriented database designed for real-time analytics on time series and event data.

Feb 28th, 2021

Python

General-Purpose Machine Learning

ByteHub stars47 - An easy-to-use, Python-based feature store. Optimized for time-series data.

Feb 21st, 2021

Go

General-Purpose Machine Learning

go-ml-benchmarks stars23 — benchmarks of machine learning inference for Go

Feb 10th, 2021

Python

General-Purpose Machine Learning

Hub stars4.5k - Fastest unstructured dataset management for TensorFlow/PyTorch. Stream & version-control data. Store even petabyte-scale data in a single numpy-like array on the cloud accessible on any machine. Visit activeloop.ai for more info.

Feb 5th, 2021

Tools

Misc

Pinecone - Vector database for applications that require real-time, scalable vector embedding and similarity search.

Jan 28th, 2021

Python

Neural Networks

sequitur stars264 PyTorch library for creating and training sequence autoencoders in just two lines of code

Jan 27th, 2021

Python

General-Purpose Machine Learning

Synthia stars28 - Multidimensional synthetic data generation in Python.

Jan 20th, 2021

Python

Natural Language Processing

Rasa stars14k - A "machine learning framework to automate text-and voice-based conversations."

Jan 12th, 2021

Python

General-Purpose Machine Learning

Gradio stars7.2k - A Python library for quickly creating and sharing demos of models. Debug models interactively in your browser, get feedback from collaborators, and generate public links without deploying anything.

Jan 7th, 2021

Python

Misc Scripts / iPython Notebooks / Codebases

CAEs for Data Assimilation stars18 - Convolutional autoencoders for 3D image/field compression applied to reduced order Data Assimilation.

Dec 26th, 2020

Go

General-Purpose Machine Learning

go-featureprocessing stars75 - Fast and convenient feature processing for low latency machine learning in Go.

Dec 14th, 2020

Python

Computer Vision

Learnergy stars46 - Energy-based machine learning models built upon PyTorch.

Python

Natural Language Processing

NALP stars19 - A Natural Adversarial Language Processing framework built over Tensorflow.

Python

General-Purpose Machine Learning

OPFython stars24 - A Python-inspired implementation of the Optimum-Path Forest classifier.

Dec 10th, 2020

PHP

General-Purpose Machine Learning

PHP-ML - Machine Learning library for PHP. Algorithms, Cross Validation, Neural Network, Preprocessing, Feature Extraction and much more in one library.

Nov 23rd, 2020

C

General-Purpose Machine Learning

libonnx stars393 - A lightweight, portable pure C99 onnx inference engine for embedded devices with hardware acceleration support.

Nov 2nd, 2020

Python

General-Purpose Machine Learning

sktime stars5.4k - A unified framework for machine learning with time series

Oct 25th, 2020

Python

Computer Vision

lightly stars1.6k - Lightly is a computer vision framework for self-supervised learning.

Oct 23rd, 2020

Tools

Misc

Weights & Biases - Machine learning experiment tracking, dataset versioning, hyperparameter search, visualization, and collaboration

Oct 14th, 2020

Clojure

General-Purpose Machine Learning

tech.ml stars94 - A machine learning platform based on tech.ml.dataset, supporting not just ml algorithms, but also relevant ETL processing; wraps multiple machine learning libraries

clj-boost - Wrapper for XGBoost

lambda-ml stars71 - Simple, concise implementations of machine learning techniques and utilities in Clojure.

Clojure

Deep Learning

MXNet - Bindings to Apache MXNet - part of the MXNet project

Deep Diamond stars347 - A fast Clojure Tensor & Deep Learning library

jutsu.ai stars99 - Clojure wrapper for deeplearning4j with some added syntactic sugar.

dl4clj stars101 - Clojure wrapper for Deeplearning4j.

Clojure

Data Analysis

Tablecloth stars165 - A dataframe grammar wrapping tech.ml.dataset, inspired by several R libraries

Panthera stars176 - Clojure API wrapping Python's Pandas library

Geni stars228 - a Clojure dataframe library that runs on Apache Spark

Clojure

Data Visualization

Hanami stars293 : Clojure(Script) library and framework for creating interactive visualization applications based in Vega-Lite (VGL) and/or Vega (VG) specifications. Automatic framing and layouts along with a powerful templating system for abstracting visualization specs

Saite stars113 - Clojure(Script) client/server application for dynamic interactive explorations and the creation of live shareable documents capturing them using Vega/Vega-Lite, CodeMirror, markdown, and LaTeX

Oz stars763 - Data visualisation using Vega/Vega-Lite and Hiccup, and a live-reload platform for literate-programming

clojupyter stars739 - A Jupyter kernel for Clojure - run Clojure code in Jupyter Lab, Notebook and Console.

Clojure

Interop

Java Interop - Clojure has Native Java Interop from which Java's ML ecosystem can be accessed

JavaScript Interop - ClojureScript has Native JavaScript Interop from which JavaScript's ML ecosystem can be accessed

Libpython-clj stars837 - Interop with Python

ClojisR stars121 - Interop with R and Renjin (R on the JVM)

Clojure

Misc

Neanderthal - Fast Clojure Matrix Library (native CPU, GPU, OpenCL, CUDA)

fastmath stars166 - A collection of functions for mathematical and statistical computing, macine learning, etc., wrapping several JVM libraries

matlib stars22 - a Clojure library of optimisation and control theory tools and convenience functions based on Neanderthal.

Clojure

Extra

Scicloj - Curated list of ML related resources for Clojure.

Oct 11th, 2020

Java

General-Purpose Machine Learning

Smile - Statistical Machine Intelligence & Learning Engine.

Scala

General-Purpose Machine Learning

Smile - Statistical Machine Intelligence and Learning Engine.

Python

Neural Networks

TResNet: Simple and powerful neural network library for python stars151 - Variety of supported types of Artificial Neural Network and learning algorithms.

Ruby

Natural Language Processing

Raspell - raspell is an interface binding for ruby. [Deprecated]

Python

General-Purpose Machine Learning

igel stars3k -> A delightful machine learning tool that allows you to train/fit, test and use models without writing code

Oct 3rd, 2020

C++

Computer Vision

VIGRA stars369 - VIGRA is a genertic cross-platform C++ computer vision and machine learning library for volumes of arbitrary dimensionality with Python bindings.

.NET

General-Purpose Machine Learning

Infer.NET - Infer.NET is a framework for running Bayesian inference in graphical models. One can use Infer.NET to solve many different kinds of machine learning problems, from standard problems like classification, recommendation or clustering through to customized solutions to domain-specific problems. Infer.NET has been used in a wide variety of domains including information retrieval, bioinformatics, epidemiology, vision, and many others.

Synapses stars61 - Neural network library in F#.

Objective C

General-Purpose Machine Learning

MLPNeuralNet stars902 - Fast multilayer perceptron neural network library for iOS and Mac OS X. MLPNeuralNet predicts new examples by trained neural networks. It is built on top of the Apple's Accelerate Framework, using vectorized operations and hardware acceleration if available. [Deprecated]

Python

Natural Language Processing

DeepPavlov stars5.7k - conversational AI library with many pre-trained Russian NLP models.

Python

Data Analysis / Data Visualization

pastalog stars415 - Simple, realtime visualization of neural network training performance.

Tools

Misc

Sacred stars3.8k - Python tool to help you configure, organize, log and reproduce experiments. Like a notebook lab in the context of Chemistry/Biology. The community has built multiple add-ons leveraging the proposed standard.

Oct 2nd, 2020

Python

General-Purpose Machine Learning

PyGrid stars598 - Peer-to-peer network of data owners and data scientists who can collectively train AI models using PySyft

PySyft stars8.1k - A Python library for secure and private Deep Learning built on PyTorch and TensorFlow.

Oct 1st, 2020

Python

General-Purpose Machine Learning

ML Model building stars12 -> A Repository Containing Classification, Clustering, Regression, Recommender Notebooks with illustration to make them.

steppy stars132 -> Lightweight, Python library for fast and reproducible machine learning experimentation. Introduces a very simple interface that enables clean machine learning pipeline design.

SimpleAI stars915 Python implementation of many of the artificial intelligence algorithms described in the book "Artificial Intelligence, a Modern Approach". It focuses on providing an easy to use, well documented and tested library.

neuropredict stars89 - Aimed at novice machine learners and non-expert programmers, this package offers easy (no coding needed) and comprehensive machine learning (evaluation and full report of predictive performance WITHOUT requiring you to code) in Python for NeuroImaging and any other type of features. This is aimed at absorbing much of the ML workflow, unlike other packages like nilearn and pymvpa, which require you to learn their API and code to produce anything useful.

imbalanced-learn - Python module to perform under sampling and oversampling with various techniques.

stacked_generalization stars113 - Implementation of machine learning stacking technique as a handy library in Python.

Python

Data Analysis / Data Visualization

DataVisualization stars9 - A Github Repository Where you can Learn Datavisualizatoin Basics to Intermediate level.

Mars stars2.4k - A tensor-based framework for large-scale data computation which is often regarded as a parallel and distributed version of NumPy.

C

General-Purpose Machine Learning

cONNXr stars123 - An ONNX runtime written in pure C (99) with zero dependencies focused on small embedded devices. Run inference on your machine learning models no matter which framework you train it with. Easy to install and compiles everywhere, even in very old devices.

C

Computer Vision

VLFeat - VLFeat is an open and portable library of computer vision algorithms, which has a Matlab toolbox.

C++

General-Purpose Machine Learning

xLearn stars3k - A high performance, easy-to-use, and scalable machine learning package, which can be used to solve large-scale machine learning problems. xLearn is especially useful for solving machine learning problems on large-scale sparse data, which is very common in Internet services such as online advertising and recommender systems.

skynet stars63 - A library for learning neural networks, has C-interface, net set in JSON. Written in C++ with bindings in Python, C++ and C#.

Hopsworks stars712 - A data-intensive platform for AI with the industry's first open-source feature store. The Hopsworks Feature Store provides both a feature warehouse for training and batch based on Apache Hive and a feature serving database, based on MySQL Cluster, for online applications.

C++

Sequence Analysis

ToPS stars35 - This is an object-oriented framework that facilitates the integration of probabilistic models for sequences over a user defined alphabet. [Deprecated]

Go

General-Purpose Machine Learning

go-mxnet-predictor stars55 - Go binding for MXNet c_predict_api to do inference with a pre-trained model.

Java

Natural Language Processing

Apache cTAKES - Apache Clinical Text Analysis and Knowledge Extraction System (cTAKES) is an open-source natural language processing system for information extraction from electronic medical record clinical free-text.

Julia

General-Purpose Machine Learning

SVM stars39 - SVM for Julia. [Deprecated]

Matlab

Natural Language Processing

NLP - A NLP library for Matlab.

.NET

General-Purpose Machine Learning

Neural Network Designer - DBMS management system and designer for neural networks. The designer application is developed using WPF, and is a user interface which allows you to design your neural network, query the network, create and configure chat bots that are capable of asking questions and learning from your feedback. The chat bots can even scrape the internet for information to return in their output as well as to use for learning.

.NET

Data Analysis / Data Visualization

Math.NET Numerics - Numerical foundation of the Math.NET project, aiming to provide methods and algorithms for numerical computations in science, engineering and everyday use. Supports .Net 4.0, .Net 3.5 and Mono on Windows, Linux and Mac; Silverlight 5, WindowsPhone/SL 8, WindowsPhone 8.1 and Windows 8 with PCL Portable Profiles 47 and 344; Android/iOS with Xamarin.

Objective C

General-Purpose Machine Learning

BPN-NeuralNetwork stars33 - It implemented 3 layers of neural networks ( Input Layer, Hidden Layer and Output Layer ) and it was named Back Propagation Neural Networks (BPN). This network can be used in products recommendation, user behavior analysis, data mining and data analysis. [Deprecated]

Multi-Perceptron-NeuralNetwork stars24 - it implemented multi-perceptrons neural network (ニューラルネットワーク) based on Back Propagation Neural Networks (BPN) and designed unlimited-hidden-layers.

KRHebbian-Algorithm stars12 - It is a non-supervisor and self-learning algorithm (adjust the weights) in the neural network of Machine Learning. [Deprecated]

KRKmeans-Algorithm stars23 - It implemented K-Means clustering and classification algorithm. It could be used in data mining and image compression. [Deprecated]

Python

Computer Vision

face_recognition stars44.3k - Face recognition library that recognizes and manipulates faces from Python or from the command line.

imutils stars4.1k - A library containing Convenience functions to make basic image processing operations such as translation, rotation, resizing, skeletonization, and displaying Matplotlib images easier with OpenCV and Python.

Python

Natural Language Processing

genius stars236 - A Chinese segment based on Conditional Random Field.

python-zpar stars49 - Python bindings for ZPar stars130, a statistical part-of-speech-tagger, constituency parser, and dependency parser for English.

colibri-core stars116 - Python binding to C++ library for extracting and working with basic linguistic constructions such as n-grams and skipgrams in a quick and memory-efficient way.

Tools

Misc

MLFlow - platform to manage the ML lifecycle, including experimentation, reproducibility and deployment. Framework and language agnostic, take a look at all the built-in integrations.

Sep 27th, 2020

Python

Computer Vision

pytessarct stars4.2k - Python-tesseract is an optical character recognition (OCR) tool for python. That is, it will recognize and "read" the text embedded in images. Python-tesseract is a wrapper for Google's Tesseract-OCR Engine stars45.3k.

Sep 20th, 2020

Python

Natural Language Processing

Pattern stars8.2k - A web mining module for the Python programming language. It has tools for natural language processing, machine learning, among others.

C++

General-Purpose Machine Learning

ParaMonte stars167 - A general-purpose library with C/C++ interface for Bayesian data analysis and visualization via serial/parallel Monte Carlo and MCMC simulations. Documentation can be found here.

Fortran

Data Analysis / Data Visualization

ParaMonte stars167 - A general-purpose Fortran library for Bayesian data analysis and visualization via serial/parallel Monte Carlo and MCMC simulations. Documentation can be found here.

Matlab

Data Analysis / Data Visualization

ParaMonte stars167 - A general-purpose MATLAB library for Bayesian data analysis and visualization via serial/parallel Monte Carlo and MCMC simulations. Documentation can be found here.

Python

Data Analysis / Data Visualization

ParaMonte stars167 - A general-purpose Python library for Bayesian data analysis and visualization via serial/parallel Monte Carlo and MCMC simulations. Documentation can be found here.

Sep 18th, 2020

Python

General-Purpose Machine Learning

skorch stars4.5k - A scikit-learn compatible neural network library that wraps PyTorch.

Sep 15th, 2020

Python

Misc Scripts / iPython Notebooks / Codebases

Hyperparameter-Optimization-of-Machine-Learning-Algorithms stars919 - Code for hyperparameter tuning/optimization of machine learning and deep learning algorithms.

Sep 11th, 2020

Python

General-Purpose Machine Learning

Determined stars1.7k - Scalable deep learning training platform, including integrated support for distributed training, hyperparameter tuning, experiment tracking, and model management.

ML/DL project template stars915

PyTorch Lightning stars18.5k - The lightweight PyTorch wrapper for high-performance AI research.

PyTorch Lightning Bolts stars1.3k - Toolbox of models, callbacks, and datasets for AI/ML researchers.

Python

Computer Vision

Self-supervised learning

Sep 3rd, 2020

Python

General-Purpose Machine Learning

Couler stars714 - Unified interface for constructing and managing machine learning workflows on different workflow engines, such as Argo Workflows, Tekton Pipelines, and Apache Airflow.

Sep 2nd, 2020

Python

General-Purpose Machine Learning

evostra stars248 - A fast Evolution Strategy implementation in Python.

Tools

Misc

Pythonizr - An online tool to generate boilerplate machine learning code that uses scikit-learn.

Aug 21st, 2020

Python

Computer Vision

Scikit-Opt stars3.2k - Swarm Intelligence in Python (Genetic Algorithm, Particle Swarm Optimization, Simulated Annealing, Ant Colony Algorithm, Immune Algorithm,Artificial Fish Swarm Algorithm in Python)

Aug 18th, 2020

Python

Computer Vision

Lucent stars466 - Tensorflow and OpenAI Clarity's Lucid adapted for PyTorch.

Deep High-Resolution-Net stars3.7k - A PyTorch implementation of CVPR2019 paper "Deep High-Resolution Representation Learning for Human Pose Estimation"

dream-creator stars47 - A PyTorch implementation of DeepDream. Allows individuals to quickly and easily train their own custom GoogleNet models with custom datasets for DeepDream.

Python

Reinforcement Learning

Spinning Up - An educational resource designed to let anyone learn to become a skilled practitioner in deep reinforcement learning

Jul 17th, 2020

Python

General-Purpose Machine Learning

PyTorch Geometric Temporal stars1.6k -> A temporal extension of PyTorch Geometric for dynamic graph representation learning.

Tools

Misc

CML stars3.3k - A library for doing continuous integration with ML projects. Use GitHub Actions & GitLab CI to train and evaluate models in production like environments and automatically generate visual reports with metrics and graphs in pull/merge requests. Framework & language agnostic.

Jul 11th, 2020

Tools

Misc

CatalyzeX - Browser extension (Chrome and Firefox) that automatically finds and shows code implementations for machine learning papers anywhere: Google, Twitter, Arxiv, Scholar, etc.

Jul 10th, 2020

Python

Data Analysis / Data Visualization

Cartopy - Cartopy is a Python package designed for geospatial data processing in order to produce maps and other geospatial data analyses.

Jul 6th, 2020

Python

Reinforcement Learning

acme - An Open Source Distributed Framework for Reinforcement Learning that makes build and train your agents easily.

Jun 4th, 2020

Python

Misc Scripts / iPython Notebooks / Codebases

MiniGrad stars74 – A minimal, educational, Pythonic implementation of autograd (~100 loc).

May 29th, 2020

Julia

General-Purpose Machine Learning

MLJ stars1.4k - A Julia machine learning framework

May 22nd, 2020

.NET

General-Purpose Machine Learning

MxNet.Sharp stars140 - .NET Standard bindings for Apache MxNet with Imperative, Symbolic and Gluon Interface for developing, training and deploying Machine Learning models in C#. https://mxnet.tech-quantum.com/

May 18th, 2020

Python

General-Purpose Machine Learning

Little Ball of Fur stars590 -> A graph sampling extension library for NetworkX with a Scikit-Learn like API.

May 15th, 2020

Python

General-Purpose Machine Learning

implicit - Fast Python Collaborative Filtering for Implicit Datasets.

LightFM - A Python implementation of a number of popular recommendation algorithms for both implicit and explicit feedback.

C++

Computer Vision

Openpose stars24.3k - A real-time multi-person keypoint detection library for body, face, hands, and foot estimation

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