ml-tooling/best-of-ml-python 2021.01.12

Update: 2021.01.12

on GitHub

📈 Trending Up

Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity.

• Matplotlib (🥇41 · ⭐ 13K · 📈) - matplotlib: plotting with Python. Python-2.0
• torchvision (🥇36 · ⭐ 8.1K · 📈) - Datasets, Transforms and Models specific to Computer.. BSD-3
• TPOT (🥇30 · ⭐ 7.7K · 📈) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
• Faiss (🥇29 · ⭐ 12K · 📈) - A library for efficient similarity search and clustering of dense vectors. MIT
• UMAP (🥈29 · ⭐ 4.4K · 📈) - Uniform Manifold Approximation and Projection. BSD-3
• tsfresh (🥇27 · ⭐ 5.3K · 📈) - Automatic extraction of relevant features from time series:. MIT
• Captum (🥈26 · ⭐ 2.1K · 📈) - Model interpretability and understanding for PyTorch. BSD-3
• TensorFlowOnSpark (🥈25 · ⭐ 3.6K · 📈) - TensorFlowOnSpark brings TensorFlow programs to.. Apache-2
• TreeInterpreter (🥈23 · ⭐ 640 · 📈) - Package for interpreting scikit-learn's decision tree.. BSD-3
• PARL (🥉21 · ⭐ 1.8K · 📈) - A high-performance distributed training framework for.. Apache-2

📉 Trending Down

Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity.

• Albumentations (🥈28 · ⭐ 7K · 📉) - Fast image augmentation library and easy to use wrapper.. MIT
• faust (🥈27 · ⭐ 5.2K · 📉) - Python Stream Processing. BSD-3
• Tokenizers (🥈27 · ⭐ 4.2K · 📉) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
• TF Model Optimization (🥈26 · ⭐ 940 · 📉) - A toolkit to optimize ML models for deployment for.. Apache-2
• spleeter (🥈25 · ⭐ 15K · 📉) - Deezer source separation library including pretrained models. MIT
• nevergrad (🥈25 · ⭐ 2.8K · 📉) - A Python toolbox for performing gradient-free optimization. MIT
• Foolbox (🥇25 · ⭐ 1.8K · 📉) - A Python toolbox to create adversarial examples that fool neural.. MIT
• facenet-pytorch (🥈25 · ⭐ 1.8K · 📉) - Pretrained Pytorch face detection (MTCNN) and.. MIT
• fastNLP (🥈24 · ⭐ 2K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
• CLTK (🥈24 · ⭐ 630 · 📉) - The Classical Language Toolkit. MIT

➕ Added Projects

Projects that were recently added to this best-of list.

• joblib (🥇35 · ⭐ 2.3K · ➕) - Computing with Python functions. BSD-3
• dask.distributed (🥇34 · ⭐ 1.1K · ➕) - A distributed task scheduler for Dask. BSD-3
• rq (🥇33 · ⭐ 7.5K · ➕) - Simple job queues for Python. BSD-3
• Shapely (🥇33 · ⭐ 2.1K · ➕) - Manipulation and analysis of geometric objects. BSD-3
• jieba (🥇31 · ⭐ 25K · 💤) - Chinese Words Segmentation Utilities. MIT
• wandb client (🥇30 · ⭐ 2.6K · ➕) - A tool for visualizing and tracking your machine learning.. MIT
• hmmlearn (🥇29 · ⭐ 2.2K · ➕) - Hidden Markov Models in Python, with scikit-learn like API. BSD-3
• Keras-Preprocessing (🥇29 · ⭐ 900 · ➕) - Utilities for working with image data, text data, and.. MIT
• snowballstemmer (🥈29 · ⭐ 460 · ➕) - Snowball compiler and stemming algorithms. BSD-3
• baselines (🥇28 · ⭐ 11K · 💤) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
• plotnine (🥈28 · ⭐ 2.5K · ➕) - A grammar of graphics for Python. ❗️GPL-2.0
• ta (🥇27 · ⭐ 1.7K · ➕) - Technical Analysis Library using Pandas and Numpy. MIT
• filterpy (🥈27 · ⭐ 1.6K · ➕) - Python Kalman filtering and optimal estimation library. Implements.. MIT
• arviz (🥇27 · ⭐ 930 · ➕) - Exploratory analysis of Bayesian models with Python. Apache-2
• patsy (🥈27 · ⭐ 730 · 💀) - Describing statistical models in Python using symbolic formulas. BSD-2
• data-validation (🥈27 · ⭐ 500 · ➕) - Library for exploring and validating machine learning.. Apache-2
• audioread (🥈27 · ⭐ 360 · ➕) - cross-library (GStreamer + Core Audio + MAD + FFmpeg) audio.. MIT
• pmdarima (🥈26 · ⭐ 800 · ➕) - A statistical library designed to fill the void in Python's time.. MIT
• pyclustering (🥈26 · ⭐ 780 · ➕) - pyclustring is a Python, C++ data mining library. BSD-3
• tabulator-py (🥉26 · ⭐ 200 · ➕) - Python library for reading and writing tabular data via streams. MIT
• vaderSentiment (🥈25 · ⭐ 2.7K · 💤) - VADER Sentiment Analysis. VADER (Valence Aware Dictionary.. MIT
• pytorch-optimizer (🥇25 · ⭐ 1.6K · ➕) - torch-optimizer -- collection of optimizers for.. Apache-2
• dtreeviz (🥈25 · ⭐ 1.3K · ➕) - A python library for decision tree visualization and model.. MIT
• bcolz (🥉25 · ⭐ 910 · ➕) - A columnar data container that can be compressed. BSD-3
• mahotas (🥈25 · ⭐ 660 · ➕) - Computer Vision in Python. MIT
• tensorflow-upstream (🥉25 · ⭐ 530 · ➕) - TensorFlow ROCm port. Apache-2
• Lasagne (🥉24 · ⭐ 3.8K · 💀) - Lightweight library to build and train neural networks in Theano. MIT
• python_speech_features (🥉24 · ⭐ 1.8K · ➕) - This library provides common speech features for ASR.. MIT
• causalml (🥈24 · ⭐ 1.5K · ➕) - Uplift modeling and causal inference with machine learning.. Apache-2
• petastorm (🥈24 · ⭐ 1K · ➕) - Petastorm library enables single machine or distributed.. Apache-2
• Hub (🥈24 · ⭐ 540 · ➕) - The fastest way to access and manage datasets for PyTorch and.. MPL-2.0
• combo (🥈24 · ⭐ 470 · ➕) - A Python Toolbox for Machine Learning Model Combination. BSD-2 xgboost
• SALib (🥉24 · ⭐ 420 · ➕) - Sensitivity Analysis Library in Python (Numpy). Contains Sobol, Morris,.. MIT
• findspark (🥈24 · ⭐ 380 · 💤) - Find pyspark to make it importable. BSD-3
• sklearn-crfsuite (🥈24 · ⭐ 350 · 💀) - scikit-learn inspired API for CRFsuite. MIT
• snownlp (🥉23 · ⭐ 5.2K · 💤) - Python library for processing Chinese text. MIT
• neon (🥉23 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2
• vidgear (🥉23 · ⭐ 1.6K · ➕) - High-performance cross-platform Video Processing Python.. Apache-2
• Multicore-TSNE (🥉23 · ⭐ 1.5K · ➕) - Parallel t-SNE implementation with Python and Torch.. BSD-3
• pycm (🥉23 · ⭐ 1K · ➕) - Multi-class confusion matrix library in Python. MIT
• livelossplot (🥉23 · ⭐ 1K · ➕) - Live training loss plot in Jupyter Notebook for Keras,.. MIT
• TabPy (🥉23 · ⭐ 1K · ➕) - Execute Python code on the fly and display results in Tableau.. MIT
• stockstats (🥉23 · ⭐ 690 · ➕) - Supply a wrapper StockDataFrame based on the.. BSD-3
• tinytag (🥉23 · ⭐ 430 · ➕) - Read music meta data and length of MP3, OGG, OPUS, MP4, M4A, FLAC, WMA.. MIT
• random-forest-importances (🥈23 · ⭐ 400 · ➕) - Code to compute permutation and drop-column.. MIT
• messytables (🥉23 · ⭐ 360 · 💀) - Tools for parsing messy tabular data. This is now superseded by.. MIT
• m2cgen (🥈22 · ⭐ 1.7K · ➕) - Transform ML models into a native code (Java, C, Python, Go,.. MIT
• scikit-opt (🥉22 · ⭐ 1.7K · ➕) - Genetic Algorithm, Particle Swarm Optimization, Simulated.. MIT
• fklearn (🥉22 · ⭐ 1.3K · ➕) - fklearn: Functional Machine Learning. Apache-2
• fancyimpute (🥉22 · ⭐ 910 · ➕) - Multivariate imputation and matrix completion.. Apache-2
• minisom (🥉22 · ⭐ 750 · ➕) - MiniSom is a minimalistic implementation of the Self.. ❗️CC-BY-3.0
• kapre (🥉22 · ⭐ 690 · ➕) - kapre: Keras Audio Preprocessors. MIT
• pingouin (🥉22 · ⭐ 610 · ➕) - Statistical package in Python based on Pandas. ❗️GPL-3.0
• CellProfiler (🥉22 · ⭐ 530 · ➕) - An open-source application for biological image analysis. BSD-3
• python-ternary (🥉22 · ⭐ 380 · ➕) - Ternary plotting library for python with matplotlib. MIT
• scikit-lego (🥉22 · ⭐ 370 · ➕) - Extra blocks for scikit-learn pipelines. MIT
• lore (🥉21 · ⭐ 1.5K · 💤) - Lore makes machine learning approachable for Software Engineers and.. MIT
• fairlearn (🥉21 · ⭐ 650 · ➕) - A Python package to assess and improve fairness of machine.. MIT
• optunity (🥉21 · ⭐ 360 · 💤) - optimization routines for hyperparameter tuning. BSD-3
• aequitas (🥉21 · ⭐ 340 · ➕) - Bias and Fairness Audit Toolkit. MIT
• joypy (🥉21 · ⭐ 310 · ➕) - Joyplots in Python with matplotlib & pandas. MIT
• datatest (🥉21 · ⭐ 230 · ➕) - Tools for test driven data-wrangling and data validation. Apache-2
• scikit-posthocs (🥉21 · ⭐ 170 · ➕) - Pairwise Multiple Comparisons (Post Hoc) Tests in.. MIT
• dpark (🥉20 · ⭐ 2.6K · ➕) - Python clone of Spark, a MapReduce alike framework in Python. BSD-3
• image-match (🥉20 · ⭐ 2.5K · ➕) - Quickly search over billions of images. Apache-2
• gpt-2-simple (🥉20 · ⭐ 2.4K · 💤) - Python package to easily retrain OpenAI's GPT-2 text-.. MIT
• pdftabextract (🥉20 · ⭐ 1.9K · 💀) - A set of tools for extracting tables from PDF files.. Apache-2
• hiddenlayer (🥉20 · ⭐ 1.4K · 💤) - Neural network graphs and training metrics for.. MIT
• checklist (🥉20 · ⭐ 1.2K · ➕) - Beyond Accuracy: Behavioral Testing of NLP models with.. MIT
• fastFM (🥉20 · ⭐ 890 · 💤) - fastFM: A Library for Factorization Machines. BSD-3
• pyts (🥉20 · ⭐ 850 · 💤) - A Python package for time series classification. BSD-3
• mrq (🥉20 · ⭐ 830 · ➕) - Mr. Queue - A distributed worker task queue in Python using Redis & gevent. MIT
• rows (🥉20 · ⭐ 730 · ➕) - A common, beautiful interface to tabular data, no matter the format. ❗️LGPL-3.0
• bambi (🥉20 · ⭐ 540 · ➕) - BAyesian Model-Building Interface (Bambi) in Python. MIT
• deeplift (🥉20 · ⭐ 500 · ➕) - Public facing deeplift repo. MIT
• pydlm (🥉20 · ⭐ 350 · 💀) - A python library for Bayesian time series modeling. BSD-3
• skope-rules (🥉20 · ⭐ 350 · ➕) - machine learning with logical rules in Python. ❗️BSD-1-Clause
• scikit-rebate (🥉20 · ⭐ 300 · ➕) - A scikit-learn-compatible Python implementation of.. MIT
• impyute (🥉20 · ⭐ 260 · 💀) - Data imputations library to preprocess datasets with missing data. MIT
• explainerdashboard (🥉20 · ⭐ 240 · ➕) - Quickly build Explainable AI dashboards that show the.. MIT
• vit-pytorch (🥉19 · ⭐ 2.2K · 🐣) - Implementation of Vision Transformer, a simple way to.. MIT
• tf-quant-finance (🥉19 · ⭐ 1.4K · ➕) - High-performance TensorFlow library for quantitative.. Apache-2
• tffm (🥉19 · ⭐ 760 · 💤) - TensorFlow implementation of an arbitrary order Factorization Machine. MIT
• matrixprofile-ts (🥉19 · ⭐ 600 · 💤) - A Python library for detecting patterns and anomalies.. Apache-2
• iterative-stratification (🥉19 · ⭐ 490 · ➕) - scikit-learn cross validators for iterative.. BSD-3
• lets-plot (🥉19 · ⭐ 470 · ➕) - An open-source plotting library for statistical data. MIT
• animatplot (🥉19 · ⭐ 350 · ➕) - A python package for animating plots build on matplotlib. MIT
• rrcf (🥉19 · ⭐ 270 · 💤) - Implementation of the Robust Random Cut Forest algorithm for anomaly.. MIT
• scikit-tda (🥉19 · ⭐ 260 · ➕) - Topological Data Analysis for Python. MIT
• quinn (🥉19 · ⭐ 200 · ➕) - pyspark methods to enhance developer productivity. Apache-2
• spark-deep-learning (🥉18 · ⭐ 1.8K · ➕) - Deep Learning Pipelines for Apache Spark. Apache-2
• DALEX (🥉18 · ⭐ 750 · ➕) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
• robustness (🥉18 · ⭐ 450 · ➕) - A library for experimenting with, training and evaluating neural.. MIT
• lazypredict (🥉18 · ⭐ 300 · ➕) - Lazy Predict help build a lot of basic models without much.. MIT
• DESlib (🥉18 · ⭐ 290 · ➕) - A Python library for dynamic classifier and ensemble selection. BSD-3
• ivis (🥉18 · ⭐ 220 · ➕) - Dimensionality reduction in very large datasets using Siamese.. ❗️GPL-2.0
• skift (🥉18 · ⭐ 210 · ➕) - scikit-learn wrappers for Python fastText. MIT
• fairness-indicators (🥉18 · ⭐ 170 · ➕) - Tensorflow's Fairness Evaluation and Visualization.. Apache-2
• flupy (🥉18 · ⭐ 150 · ➕) - Fluent data pipelines for python and your shell. MIT
• ploomber (🥉18 · ⭐ 110 · ➕) - A convention over configuration workflow orchestrator. Develop.. Apache-2
• TTS (🥉17 · ⭐ 3K · ➕) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
• sklearn-deap (🥉17 · ⭐ 620 · 💀) - Use evolutionary algorithms instead of gridsearch in.. MIT
• atspy (🥉17 · ⭐ 320 · ➕) - AtsPy: Automated Time Series Models in Python (by @firmai). MIT
• pandas-ml (🥉17 · ⭐ 260 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
• somoclu (🥉17 · ⭐ 220 · ➕) - Massively parallel self-organizing maps: accelerate training on.. MIT
• skggm (🥉17 · ⭐ 180 · ➕) - Scikit-learn compatible estimation of general graphical models. MIT
• tcav (🥉16 · ⭐ 420 · ➕) - Code for the TCAV ML interpretability project. Apache-2
• tfdeploy (🥉16 · ⭐ 350 · ➕) - Deploy tensorflow graphs for fast evaluation and export to.. BSD-3
• pytorch_geometric_temporal (🥉16 · ⭐ 310 · ➕) - A Temporal Extension Library for PyTorch Geometric. MIT
• aim (🥉15 · ⭐ 670 · ➕) - Aim a super-easy way to record, search and compare 1000s of ML.. Apache-2
• AutoGL (🥉15 · ⭐ 560 · 🐣) - An autoML framework & toolkit for machine learning on graphs. MIT
• zenml (🥉15 · ⭐ 370 · 🐣) - ZenML: Bring Zen to your ML with reproducible pipelines. Apache-2
• model-card-toolkit (🥉15 · ⭐ 150 · 🐣) - a tool that leverages rich metadata and lineage.. Apache-2
• textvec (🥉14 · ⭐ 150 · ➕) - Text vectorization tool to outperform TFIDF for classification.. MIT
• contextual-ai (🥉13 · ⭐ 65 · ➕) - Contextual AI adds explainability to different stages of.. Apache-2
• surpriver (🥉11 · ⭐ 1K · 🐣) - Find big moving stocks before they move using machine learning.. ❗️GPL-3.0