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The Top 1,830 Python Machine Learning Data Science Open Source Projects on Github

Categories > Data Processing > Data Science
Categories > Machine Learning > Machine Learning
Keras ⭐ 52,891
Deep Learning for humans
Scikit Learn ⭐ 47,604
scikit-learn: machine learning in Python
Madewithml ⭐ 28,968
Learn how to responsibly deliver value with ML.
Ml For Beginners ⭐ 22,955
12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all
Spacy ⭐ 21,529
💫 Industrial-strength Natural Language Processing (NLP) in Python
Data Science Ipython Notebooks ⭐ 21,061
Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
Ray ⭐ 17,795
An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.
Streamlit ⭐ 16,252
Streamlit — The fastest way to build data apps in Python
Pytorch Lightning ⭐ 15,708
The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate.
Fastbook ⭐ 13,649
The fastai book, published as Jupyter Notebooks
Virgilio ⭐ 13,164
Your new Mentor for Data Science E-Learning.
Gensim ⭐ 12,542
Topic Modelling for Humans
Awesome Pytorch List ⭐ 11,778
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
Recommenders ⭐ 11,477
Best Practices on Recommendation Systems
Python Machine Learning Book ⭐ 11,282
The "Python Machine Learning (1st edition)" book code repository and info resource
D2l En ⭐ 11,219
Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 200 universities.
Dive Into Machine Learning ⭐ 10,747
Dive into Machine Learning with Python Jupyter notebook and scikit-learn!
Nni ⭐ 10,383
An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.
Tflearn ⭐ 9,512
Deep learning library featuring a higher-level API for TensorFlow.
Dvc ⭐ 8,752
🦉Data Version Control | Git for Data & Models | ML Experiments Management
Pandas Profiling ⭐ 8,113
Create HTML profiling reports from pandas DataFrame objects
Computervision Recipes ⭐ 8,107
Best Practices, code samples, and documentation for Computer Vision.
Tpot ⭐ 7,987
A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
Mlcourse.ai ⭐ 7,837
Open Machine Learning Course
Python Small Examples ⭐ 6,427
告别枯燥，致力于打造 Python 实用小例子，更多Python良心教程见 Python中文网 http://www.zglg.work
Machine_learning_examples ⭐ 6,344
A collection of machine learning examples and tutorials.
Catboost ⭐ 6,145
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
Industry Machine Learning ⭐ 6,003
A curated list of applied machine learning and data science notebooks and libraries across different industries (by @firmai)
Python Machine Learning Book 2nd Edition ⭐ 5,944
The "Python Machine Learning (2nd edition)" book code repository and info resource
Best Of Ml Python ⭐ 5,820
🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.
Featuretools ⭐ 5,816
An open source python library for automated feature engineering
Data Science Blogs ⭐ 5,635
A curated list of data science blogs
H2o 3 ⭐ 5,576
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
Imbalanced Learn ⭐ 5,517
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
Cookiecutter Data Science ⭐ 5,049
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
Pyod ⭐ 4,914
A Python Toolbox for Scalable Outlier Detection (Anomaly Detection)
Snorkel ⭐ 4,871
A system for quickly generating training data with weak supervision
Data Analysis And Machine Learning Projects ⭐ 4,836
Repository of teaching materials, code, and data for my data analysis and machine learning projects.
Metaflow ⭐ 4,781
🚀 Build and manage real-life data science projects with ease!
Sktime ⭐ 4,572
A unified framework for machine learning with time series
Serenata De Amor ⭐ 4,341
🕵 Artificial Intelligence for social control of public administration
Pycaret ⭐ 4,128
An open-source, low-code machine learning library in Python
Ai Learn ⭐ 3,947
人工智能学习路线图，整理近200个实战案例与项目，免费提供配套教材，零基础入门，就业实战！包括：Python，数学，机器学习，数据分析，深度学习，计算机视觉，自然语言处理，PyTorch tensorflow machine-learning,deep-learning data-analysis data-mining mathematics data-science artificial-intelligence python tensorflow tensorflow2 caffe keras pytorch algorithm numpy pandas matplotlib seaborn nlp cv等热门领域
Gradio ⭐ 3,763
Create UIs for your machine learning model in Python in 3 minutes
Autogluon ⭐ 3,701
AutoGluon: AutoML for Text, Image, and Tabular Data
Mlxtend ⭐ 3,659
A library of extension and helper modules for Python's data analysis and machine learning libraries.
Hub ⭐ 3,592
Dataset format for AI. Easily build and manage datasets for machine and deep learning. Stream data real-time & version-control it. https://activeloop.ai
Dowhy ⭐ 3,283
DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.
Scikit Learn Videos ⭐ 3,180
Jupyter notebooks from the scikit-learn video series
Tensorwatch ⭐ 3,068
Debugging, monitoring and visualization for Python Machine Learning and Data Science
Stable Baselines ⭐ 3,064
A fork of OpenAI Baselines, implementations of reinforcement learning algorithms
Course Nlp ⭐ 2,967
A Code-First Introduction to NLP course
Orange3 ⭐ 2,965
🍊 📊 💡 Orange: Interactive data analysis
Igel ⭐ 2,939
a delightful machine learning tool that allows you to train, test, and use models without writing code
Polyaxon ⭐ 2,928
Machine Learning Platform for Kubernetes (MLOps tools for experimentation and automation)
Datascience ⭐ 2,834
Curated list of Python resources for data science.
Deep Learning Book ⭐ 2,650
Repository for "Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python"
River ⭐ 2,634
🌊 Online machine learning in Python
Eli5 ⭐ 2,385
A library for debugging/inspecting machine learning classifiers and explaining their predictions
Awesome Machine Learning Interpretability ⭐ 2,260
A curated list of awesome machine learning interpretability resources.
Ml Glossary ⭐ 2,257
Machine learning glossary
Ml Workspace ⭐ 2,232
🛠 All-in-one web-based IDE specialized for machine learning and data science.
Stellargraph ⭐ 2,160
StellarGraph - Machine Learning on Graphs
Scikit Plot ⭐ 2,121
An intuitive library to add plotting functionality to scikit-learn objects.
Awesome Community Detection ⭐ 1,801
A curated list of community detection research papers with implementations.
Benchm Ml ⭐ 1,766
A minimal benchmark for scalability, speed and accuracy of commonly used open source implementations (R packages, Python scikit-learn, H2O, xgboost, Spark MLlib etc.) of the top machine learning algorithms for binary classification (random forests, gradient boosted trees, deep neural networks etc.).
Sweetviz ⭐ 1,753
Visualize and compare datasets, target values and associations, with one line of code.
Flyte ⭐ 1,726
Kubernetes-native workflow automation platform for complex, mission-critical data and ML processes at scale. It has been battle-tested at Lyft, Spotify, Freenome, and others and is truly open-source.
Orchest ⭐ 1,619
Build data pipelines, the easy way 🛠️
Blazingsql ⭐ 1,594
BlazingSQL is a lightweight, GPU accelerated, SQL engine for Python. Built on RAPIDS cuDF.
Mljar Supervised ⭐ 1,587
Automated Machine Learning Pipeline with Feature Engineering and Hyper-Parameters Tuning 🚀
Flaml ⭐ 1,488
A fast and lightweight AutoML library.
An Introduction To Statistical Learning ⭐ 1,481
This repository contains the exercises and its solution contained in the book "An Introduction to Statistical Learning" in python.
Codesearchnet ⭐ 1,446
Datasets, tools, and benchmarks for representation learning of code.
Auto_ml ⭐ 1,442
[UNMAINTAINED] Automated machine learning for analytics & production
Dat8 ⭐ 1,439
General Assembly's 2015 Data Science course in Washington, DC
Pytorch Forecasting ⭐ 1,424
Time series forecasting with PyTorch
Scikit Learn Tips ⭐ 1,348
🤖⚡️ 50 scikit-learn tips
Fklearn ⭐ 1,333
fklearn: Functional Machine Learning
Causalnex ⭐ 1,327
A Python library that helps data scientists to infer causation rather than observing correlation.
Zenml ⭐ 1,326
ZenML 🙏: MLOps framework to create reproducible ML pipelines for production machine learning.
H2o Tutorials ⭐ 1,305
Tutorials and training material for the H2O Machine Learning Platform
Vectorbt ⭐ 1,276
Supercharged backtesting and technical analysis for quants
Data Science Best Resources ⭐ 1,258
Carefully curated resource links for data science in one place
Mlbox ⭐ 1,242
MLBox is a powerful Automated Machine Learning python library.
Xcessiv ⭐ 1,232
A web-based application for quick, scalable, and automated hyperparameter tuning and stacked ensembling in Python.
Spark Py Notebooks ⭐ 1,227
Apache Spark & Python (pySpark) tutorials for Big Data Analysis and Machine Learning as IPython / Jupyter notebooks
Hyperlearn ⭐ 1,220
Waiting hours for a future prediction is unacceptable. Hyperlearn makes AI and ML algorithms 50% faster, use 90% less memory and doesn't require you to use new hardware! ML Algorithms like PCA, Linear Regression, NMF are all faster!
Budgetml ⭐ 1,217
Deploy a ML inference service on a budget in less than 10 lines of code.
My Journey In The Data Science World ⭐ 1,175
📢 Ready to learn or review your knowledge!
Pycm ⭐ 1,160
Multi-class confusion matrix library in Python
Data Science ⭐ 1,157
Collection of useful data science topics along with code and articles
Dltk ⭐ 1,129
Deep Learning Toolkit for Medical Image Analysis
Optimus ⭐ 1,125
🚚 Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
Tensorflow_object_counting_api ⭐ 1,023
🚀 The TensorFlow Object Counting API is an open source framework built on top of TensorFlow and Keras that makes it easy to develop object counting systems!
Sklearn Porter ⭐ 999
Transpile trained scikit-learn estimators to C, Java, JavaScript and others.
Awesome Python Data Science ⭐ 992
Probably the best curated list of data science software in Python.
Awesome Streamlit ⭐ 986
The purpose of this project is to share knowledge on how awesome Streamlit is and can be
Skater ⭐ 973
Python Library for Model Interpretation/Explanations
Scanpy ⭐ 973
Single-Cell Analysis in Python. Scales to >1M cells.
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