best-of-ml-python

📈 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.

• AllenNLP (🥇32 · ⭐ 9.6K · 📈) - An open-source NLP research library, built on PyTorch. Apache-2
• GeoPandas (🥈31 · ⭐ 2.4K · 📈) - Python tools for geographic data. BSD-3
• snowballstemmer (🥇30 · ⭐ 470 · 📈) - Snowball compiler and stemming algorithms. BSD-3
• dbt (🥈29 · ⭐ 2.4K · 📈) - dbt (data build tool) enables data analysts and engineers to.. Apache-2
• Pyro (🥈28 · ⭐ 6.7K · 📈) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
• faust (🥈28 · ⭐ 5.2K · 📈) - Python Stream Processing. BSD-3
• stanza (🥈28 · ⭐ 5.1K · 📈) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
• CleverHans (🥇27 · ⭐ 4.9K · 📈) - An adversarial example library for constructing attacks,.. MIT
• contextual-ai (🥉15 · ⭐ 66 · 📈) - Contextual AI adds explainability to different stages of.. Apache-2
• ONNX-T5 (🥉13 · ⭐ 140 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. Apache-2

➕ Added Projects

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

• D-Tale (🥉21 · ⭐ 2K · ➕) - Visualizer for pandas data structures. ❗️LGPL-2.1
• CausalNex (🥉19 · ⭐ 950 · ➕) - A Python library that helps data scientists to infer.. Apache-2
• Mozart (🥉10 · ⭐ 220 · 🐣) - An optical music recognition (OMR) system. Converts sheet.. Apache-2

📈 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.

• Tesseract (🥇30 · ⭐ 3.4K · 📈) - Python-tesseract is an optical character recognition (OCR).. Apache-2
• SageMaker SDK (🥇30 · ⭐ 1.3K · 📈) - A library for training and deploying machine learning.. Apache-2
• Bottleneck (🥈29 · ⭐ 570 · 📈) - Fast NumPy array functions written in C. BSD-2
• OpenNMT (🥈28 · ⭐ 4.8K · 📈) - Open Source Neural Machine Translation in PyTorch. MIT
• dyNET (🥉28 · ⭐ 3.2K · 📈) - DyNet: The Dynamic Neural Network Toolkit. Apache-2
• tslearn (🥇28 · ⭐ 1.4K · 📈) - A machine learning toolkit dedicated to time-series data. BSD-2
• PDFMiner (🥉27 · ⭐ 4.5K · 💤) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
• ftfy (🥈26 · ⭐ 2.9K · 📈) - Fixes mojibake and other glitches in Unicode text, after the fact. MIT
• Pythran (🥈26 · ⭐ 1.5K · 📈) - Ahead of Time compiler for numeric kernels. BSD-3
• Larq Compute Engine (🥉17 · ⭐ 120 · 📈) - Highly optimized inference engine for Binarized.. 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.

• scikit-optimize (🥇30 · ⭐ 2K · 📉) - Sequential model-based optimization with a.. BSD-3
• TPOT (🥇29 · ⭐ 7.8K · 📉) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
• featuretools (🥈27 · ⭐ 5.3K · 📉) - An open source python library for automated feature.. BSD-3
• pyLDAvis (🥇27 · ⭐ 1.4K · 📉) - Python library for interactive topic model visualization... BSD-3
• espnet (🥉24 · ⭐ 3.3K · 📉) - End-to-End Speech Processing Toolkit. Apache-2
• Essentia (🥉22 · ⭐ 1.7K · 📉) - C++ library for audio and music analysis, description and.. ❗️AGPL-3.0
• GPUtil (🥈22 · ⭐ 660 · 💀) - A Python module for getting the GPU status from NVIDA GPUs using.. MIT
• hiddenlayer (🥉19 · ⭐ 1.4K · 💤) - Neural network graphs and training metrics for.. MIT
• finetune (🥉19 · ⭐ 630 · 📉) - Scikit-learn style model finetuning for NLP. MPL-2.0
• scikit-rebate (🥉19 · ⭐ 300 · 📉) - A scikit-learn-compatible Python implementation of.. MIT

➕ Added Projects

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

• PyFlink (🥈33 · ⭐ 15K · ➕) - Apache Flink Python API. Apache-2
• pydeck (🥇33 · ⭐ 8.3K · ➕) - WebGL2 powered geospatial visualization layers. MIT
• openpyxl (🥉22 · ⭐ 17 · ➕) - A Python library to read/write Excel 2010 xlsx/xlsm files. MIT
• Objax (🥉18 · ⭐ 550 · 🐣) - Objax is a machine learning framework that provides an Object.. Apache-2 jax
• Vulkan Kompute (🥉16 · ⭐ 290 · 🐣) - General purpose GPU compute framework for cross vendor.. Apache-2
• pyRDF2Vec (🥉15 · ⭐ 79 · ➕) - Python Implementation and Extension of RDF2Vec. MIT

📈 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.

• Pillow (🥇39 · ⭐ 8.1K · 📈) - The friendly PIL fork (Python Imaging Library). ❗️PIL
• python-magic (🥈31 · ⭐ 1.8K · 📈) - A python wrapper for libmagic. MIT
• fastText (🥇30 · ⭐ 22K · 📈) - Library for fast text representation and classification. MIT
• PyOD (🥇29 · ⭐ 4K · 📈) - A Python Toolbox for Scalable Outlier Detection (Anomaly Detection). BSD-2
• Tokenizers (🥈28 · ⭐ 4.2K · 📈) - Fast State-of-the-Art Tokenizers optimized for Research and.. Apache-2
• imutils (🥈28 · ⭐ 3.5K · 📈) - A series of convenience functions to make basic image processing.. MIT
• arviz (🥇28 · ⭐ 930 · 📈) - Exploratory analysis of Bayesian models with Python. Apache-2
• Dagster (🥈27 · ⭐ 2.8K · 📈) - A data orchestrator for machine learning, analytics, and ETL. Apache-2
• Jina (🥈27 · ⭐ 1.9K · 📈) - An easier way to build neural search in the cloud. Apache-2
• zarr (🥉27 · ⭐ 620 · 📈) - An implementation of chunked, compressed, N-dimensional arrays for Python. MIT

📉 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.

• Tesseract (🥇29 · ⭐ 3.4K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2
• SageMaker SDK (🥈29 · ⭐ 1.3K · 📉) - A library for training and deploying machine learning.. Apache-2
• Flax (🥉27 · ⭐ 1.4K · 📉) - Flax is a neural network ecosystem for JAX that is designed for.. Apache-2 jax
• Dopamine (🥈26 · ⭐ 9.3K · 📉) - Dopamine is a research framework for fast prototyping of.. Apache-2
• Ludwig (🥉25 · ⭐ 7.4K · 📉) - Ludwig is a toolbox that allows to train and evaluate deep.. Apache-2
• Captum (🥈25 · ⭐ 2.1K · 📉) - Model interpretability and understanding for PyTorch. BSD-3
• Stable Baselines (🥈24 · ⭐ 2.8K · 📉) - A fork of OpenAI Baselines, implementations of.. MIT
• Singer (🥉23 · ⭐ 670 · 📉) - Standard for moving data between databases, web APIs, files,.. ❗️AGPL-3.0
• neon (🥉22 · ⭐ 3.9K · 💀) - Intel Nervana reference deep learning framework committed to best.. Apache-2

➕ Added Projects

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

• sentence-transformers (🥈28 · ⭐ 3.9K · ➕) - Multilingual Sentence Embeddings using BERT / RoBERTa.. Apache-2 bert xlnet
• Gradio (🥉23 · ⭐ 1.9K · ➕) - Wrap UIs around any model, share with anyone. Apache-2
• Cornac (🥈22 · ⭐ 300 · ➕) - A Comparative Framework for Multimodal Recommender Systems. Apache-2
• Caer (🥉21 · ⭐ 310 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
• FiftyOne (🥉18 · ⭐ 180 · ➕) - Visualize, create, and debug image and video datasets.. Apache-2
• celer (🥉17 · ⭐ 100 · ➕) - Fast sklearn solvers for sparse problems (group Lasso, adaptive.. BSD-3
• imodels (🥉16 · ⭐ 140 · ➕) - Interpretable ML package for concise, transparent, and accurate.. MIT

📈 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

📈 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.

• mlflow (🥇34 · ⭐ 8.1K · 📈) - Open source platform for the machine learning lifecycle. Apache-2
• folium (🥇32 · ⭐ 5.1K · 📈) - Python Data. Leaflet.js Maps. MIT
• Altair (🥈31 · ⭐ 6.3K · 📈) - Declarative statistical visualization library for Python. BSD-3
• Tesseract (🥇30 · ⭐ 3.4K · 📈) - Python-tesseract is an optical character recognition (OCR).. Apache-2
• TPOT (🥇29 · ⭐ 7.7K · 📈) - A Python Automated Machine Learning tool that optimizes.. ❗️LGPL-3.0
• pyproj (🥈29 · ⭐ 560 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT
• GluonCV (🥈28 · ⭐ 4.4K · 📈) - Gluon CV Toolkit. Apache-2
• Kedro (🥈28 · ⭐ 3.3K · 📈) - A Python framework for creating reproducible, maintainable and.. Apache-2
• EasyOCR (🥈27 · ⭐ 9.8K · 📈) - Ready-to-use OCR with 80+ supported languages and all popular.. Apache-2
• PyTorch Image Models (🥈27 · ⭐ 6.4K · 📈) - PyTorch image models, scripts, pretrained weights --.. 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.

• Hyperopt (🥇30 · ⭐ 5.3K · 📉) - Distributed Asynchronous Hyperparameter Optimization in Python. BSD-3
• SageMaker SDK (🥇30 · ⭐ 1.3K · 📉) - A library for training and deploying machine learning.. Apache-2
• PaddlePaddle (🥉29 · ⭐ 14K · 📉) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
• Faiss (🥇28 · ⭐ 12K · 📉) - A library for efficient similarity search and clustering of dense vectors. MIT
• Keras Tuner (🥇28 · ⭐ 2.2K · 📉) - Hyperparameter tuning for humans. Apache-2
• PyTables (🥈28 · ⭐ 1K · 📉) - A Python package to manage extremely large amounts of data. BSD-3
• Pyro (🥈27 · ⭐ 6.7K · 📉) - Deep universal probabilistic programming with Python and PyTorch. Apache-2
• Ibis (🥉27 · ⭐ 1.5K · 📉) - A pandas-like deferred expression system, with first-class SQL.. Apache-2
• Catalyst (🥈26 · ⭐ 2.4K · 📉) - Accelerated deep learning R&D. Apache-2
• pygal (🥈26 · ⭐ 2.3K · 📉) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0

➕ Added Projects

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

• scipy (🥇40 · ⭐ 7.8K · ➕) - Ecosystem of open-source software for mathematics, science, and.. BSD-3
• Auto ViML (🥉20 · ⭐ 190 · ➕) - Automatically Build Multiple ML Models with a Single Line of.. Apache-2
• Auto TS (🥉17 · ⭐ 140 · ➕) - Automatically build ARIMA, SARIMAX, VAR, FB Prophet and ML Models.. Apache-2
• featurewiz (🥉12 · ⭐ 15 · 🐣) - Select the best features from your data set fast with a single.. Apache-2

📈 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.

• geopy (🥇33 · ⭐ 3.1K · 📈) - Geocoding library for Python. MIT
• fairseq (🥇31 · ⭐ 11K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
• numexpr (🥈31 · ⭐ 1.5K · 📈) - Fast numerical array expression evaluator for Python, NumPy,.. MIT
• SageMaker SDK (🥇31 · ⭐ 1.3K · 📈) - A library for training and deploying machine learning.. Apache-2
• Requests-HTML (🥈30 · ⭐ 11K · 📈) - Pythonic HTML Parsing for Humans. MIT

📉 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.

• Theano (🥈34 · ⭐ 9.3K · 📉) - Theano is a Python library that allows you to define, optimize,.. BSD-3
• imgaug (🥇31 · ⭐ 10K · 📉)) - Image augmentation for machine learning experiments. MIT
• Chainer (🥈31 · ⭐ 5.5K · 📉) - A flexible framework of neural networks for deep learning. MIT
• tensorboardX (🥈27 · ⭐ 6.7K · 📉) - tensorboard for pytorch (and chainer, mxnet, numpy, ...). MIT
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📈 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.

• iNNvestigate (🥉21 · ⭐ 740 · 📈) - A toolbox to iNNvestigate neural networks' predictions!. BSD-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.

• Faiss (🥇28 · ⭐ 12K · 📉) - A library for efficient similarity search and clustering of dense.. MIT
• Captum (🥈25 · ⭐ 2K · 📉) - Model interpretability and understanding for PyTorch. BSD-3
• Orion (🥉22 · ⭐ 180 · 📉) - Asynchronous Distributed Hyperparameter Optimization. BSD-3
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• alibi-detect (🥉20 · ⭐ 440 · 📉) - Algorithms for outlier and adversarial instance detection,.. Apache-2
• gplearn (🥉19 · ⭐ 900 · 💤) - Genetic Programming in Python, with a scikit-learn inspired API. BSD-3
• PyWaffle (🥉19 · ⭐ 370 · 📉) - Make Waffle Charts in Python. MIT
• recmetrics (🥉19 · ⭐ 220 · 📉) - A library of metrics for evaluating recommender systems. MIT
• fletcher (🥉19 · ⭐ 200 · 📉) - Pandas ExtensionDType/Array backed by Apache Arrow. MIT
• nptsne (🥉14 · ⭐ 24 · 📉) - nptsne is a numpy compatible python binary package that offers a.. Apache-2

➕ Added Projects

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

• dash (🥇34 · ⭐ 14K · ➕) - Analytical Web Apps for Python, R, Julia, and Jupyter. No JavaScript.. MIT
• dlib (🥈33 · ⭐ 9.7K · ➕) - A toolkit for making real world machine learning and data.. ❗️BSL-1.0
• python-bigquery (🥈33 · ⭐ 3.4K · ➕) - Google BigQuery API client library. Apache-2
• feedparser (🥇31 · ⭐ 1.2K · ➕) - Parse feeds in Python. BSD-2
• Wand (🥈30 · ⭐ 1K · ➕) - The ctypes-based simple ImageMagick binding for Python. MIT
• glfw (🥈29 · ⭐ 7.1K · ➕) - A multi-platform library for OpenGL, OpenGL ES, Vulkan, window and.. ❗️Zlib
• Graphviz (🥈29 · ⭐ 880 · ➕) - Simple Python interface for Graphviz. MIT
• pretrainedmodels (🥇27 · ⭐ 7.6K · 💤) - Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet,.. BSD-3
• pygal (🥇27 · ⭐ 2.3K · ➕) - PYthon svg GrAph plotting Library. ❗️LGPL-3.0
• hdbscan (🥈27 · ⭐ 1.8K · ➕) - A high performance implementation of HDBSCAN clustering. BSD-3
• pyopencl (🥈27 · ⭐ 760 · ➕) - OpenCL integration for Python, plus shiny features. MIT
• carla (🥈26 · ⭐ 5.4K · ➕) - Open-source simulator for autonomous driving research. MIT
• facenet-pytorch (🥈26 · ⭐ 1.7K · ➕) - Pretrained Pytorch face detection (MTCNN) and recognition.. MIT
• efficientnet (🥈26 · ⭐ 1.6K · ➕) - Implementation of EfficientNet model. Keras and TensorFlow.. Apache-2
• agate (🥈26 · ⭐ 1K · 💤) - A Python data analysis library that is optimized for humans instead of.. MIT
• Milvus (🥈25 · ⭐ 4.8K · ➕) - An open source embedding vector similarity search engine.. Apache-2
• espnet (🥉25 · ⭐ 3.2K · ➕) - End-to-End Speech Processing Toolkit. Apache-2
• spark-nlp (🥈25 · ⭐ 1.8K · ➕) - State of the Art Natural Language Processing. Apache-2
• chainercv (🥉25 · ⭐ 1.4K · 💤) - ChainerCV: a Library for Deep Learning in Computer Vision. MIT
• haystack (🥈25 · ⭐ 1.2K · ➕) - Transformers at scale for question answering & neural search... Apache-2
• python-soundfile (🥉25 · ⭐ 350 · ➕) - SoundFile is an audio library based on libsndfile, CFFI,.. BSD-3
• ml-metadata (🥉25 · ⭐ 210 · ➕) - For recording and retrieving metadata associated with ML.. Apache-2
• pysc2 (🥈24 · ⭐ 7.1K · 💀) - StarCraft II Learning Environment. Apache-2
• EfficientNet-PyTorch (🥇24 · ⭐ 5.2K · ➕) - A PyTorch implementation of EfficientNet. Apache-2
• mtcnn (🥉24 · ⭐ 1.3K · ➕) - MTCNN face detection implementation for TensorFlow, as a PIP.. MIT
• datalad (🥈24 · ⭐ 220 · ➕) - Keep code, data, containers under control with git and git-annex. MIT
• PaddleHub (🥉23 · ⭐ 4.2K · ➕) - Awesome pre-trained models toolkit based on.. Apache-2
• textgenrnn (🥉23 · ⭐ 4.2K · ➕) - Easily train your own text-generating neural network of any.. MIT
• segmentation_models (🥉23 · ⭐ 2.8K · 💤) - Segmentation models with pretrained backbones. Keras and.. MIT
• sense2vec (🥉23 · ⭐ 1.1K · 💤) - Contextually-keyed word vectors. MIT
• analytics-zoo (🥉22 · ⭐ 2.2K · ➕) - Distributed Tensorflow, Keras and PyTorch on Apache.. Apache-2
• neuralcoref (🥉22 · ⭐ 2.2K · ➕) - Fast Coreference Resolution in spaCy with Neural Networks. MIT
• PDPbox (🥉22 · ⭐ 520 · 💀) - python partial dependence plot toolbox. MIT
• pyvips (🥉22 · ⭐ 280 · ➕) - python binding for libvips using cffi. MIT
• SUOD (🥉22 · ⭐ 220 · ➕) - An Acceleration System for Large-scale Outlier Detection (Anomaly.. BSD-2
• ogb (🥈21 · ⭐ 670 · ➕) - Benchmark datasets, data loaders, and evaluators for graph machine.. MIT
• alibi-detect (🥉21 · ⭐ 430 · ➕) - Algorithms for outlier and adversarial instance detection,.. Apache-2
• Neuraxle (🥉21 · ⭐ 340 · ➕) - A Sklearn-like Framework for Hyperparameter Tuning and AutoML.. Apache-2
• caer (🥉21 · ⭐ 280 · 🐣) - A lightweight, scalable, GPU-accelerated Computer Vision library for.. MIT
• gokart (🥉21 · ⭐ 150 · ➕) - A wrapper of the data pipeline library luigi. MIT
• reformer-pytorch (🥈20 · ⭐ 1.3K · ➕) - Reformer, the efficient Transformer, in Pytorch. MIT
• nude.py (🥉20 · ⭐ 780 · ➕) - Nudity detection with Python. MIT
• mljar-supervised (🥉20 · ⭐ 600 · ➕) - Automates Machine Learning Pipeline with Feature.. MIT
• Lassie (🥉20 · ⭐ 520 · ➕) - Web Content Retrieval for Humans. MIT
• Queries (🥉20 · ⭐ 230 · ➕) - PostgreSQL database access simplified. BSD-3
• Cola (🥉18 · ⭐ 1.4K · 💤) - A high-level distributed crawling framework. Apache-2
• pytorch-forecasting (🥉18 · ⭐ 460 · 🐣) - Time series forecasting with PyTorch. MIT
• FairScale (🥉17 · ⭐ 590 · 🐣) - PyTorch extensions for high performance and large scale.. BSD-3
• Norfair (🥉17 · ⭐ 580 · 🐣) - Lightweight Python library for adding real-time 2D object tracking.. BSD-3
• kglib (🥉17 · ⭐ 380 · ➕) - Grakn Knowledge Graph Library (ML R&D). Apache-2
• Sematch (🥉17 · ⭐ 340 · 💀) - semantic similarity framework for knowledge graph. Apache-2
• lightly (🥉16 · ⭐ 380 · 🐣) - A python library for self-supervised learning. MIT
• elegy (🥉16 · ⭐ 140 · 🐣) - Elegy is a Neural Networks framework based on Jax and.. Apache-2 jax
• tinygrad (🥉15 · ⭐ 3.7K · 🐣) - You like pytorch? You like micrograd? You love tinygrad!. MIT
• OpenNRE (🥉14 · ⭐ 2.9K · ➕) - An Open-Source Package for Neural Relation Extraction (NRE). MIT
• micrograd (🥉14 · ⭐ 1.5K · 💤) - A tiny scalar-valued autograd engine and a neural net library.. MIT
• traingenerator (🥉9 · ⭐ 590 · ➕) - A web app to generate template code for machine learning. MIT

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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.

• shap (🥇33 · ⭐ 11K · 📈) - A game theoretic approach to explain the output of any machine learning.. MIT
• TensorFlow Datasets (🥈32 · ⭐ 2.6K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2
• DeepSpeech (🥇31 · ⭐ 16K · 📈) - DeepSpeech is an open source embedded (offline, on-device).. MPL-2.0
• tensorflow-probability (🥇31 · ⭐ 3.2K · 📈) - Probabilistic reasoning and statistical analysis in.. Apache-2
• eli5 (🥇28 · ⭐ 2.2K · 💤) - A library for debugging/inspecting machine learning classifiers and.. MIT
• GPyTorch (🥈28 · ⭐ 2.2K · 📈) - A highly efficient and modular implementation of Gaussian.. MIT
• pyLDAvis (🥇28 · ⭐ 1.4K · 📈) - Python library for interactive topic model visualization... BSD-3
• pyproj (🥈28 · ⭐ 560 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT
• PDFMiner (🥉26 · ⭐ 4.5K · 💤) - Python PDF Parser (Not actively maintained). Check out pdfminer.six. MIT
• Datasette (🥈26 · ⭐ 4.4K · 📈) - An open source multi-tool for exploring and publishing data. 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.

• GeoPandas (🥇31 · ⭐ 2.4K · 📉) - Python tools for geographic data. BSD-3
• fairseq (🥇30 · ⭐ 11K · 📉) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
• AllenNLP (🥈29 · ⭐ 9.5K · 📉) - An open-source NLP research library, built on PyTorch. Apache-2
• Tesseract (🥇29 · ⭐ 3.3K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2
• GluonCV (🥈27 · ⭐ 4.4K · 📉) - Gluon CV Toolkit. Apache-2
• Kedro (🥈27 · ⭐ 3.3K · 📉) - A Python framework for creating reproducible, maintainable and.. Apache-2
• Catalyst (🥈27 · ⭐ 2.3K · 📉) - Accelerated deep learning R&D. Apache-2
• TRAINS (🥉25 · ⭐ 2K · 📉) - ClearML - Auto-Magical Suite of tools to streamline your ML.. Apache-2
• fastNLP (🥈25 · ⭐ 1.9K · 📉) - fastNLP: A Modularized and Extensible NLP Framework. Currently.. Apache-2
• Hyperas (🥈24 · ⭐ 2.1K · 📉) - Keras + Hyperopt: A very simple wrapper for convenient.. MIT

📈 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.

• peewee (🥈33 · ⭐ 8K · 📈) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT
• Rasa (🥇32 · ⭐ 10K · 📈) - Open source machine learning framework to automate text- and.. Apache-2
• tensorflow-hub (🥇32 · ⭐ 2.7K · 📈) - A library for transfer learning by reusing parts of.. Apache-2
• Datasets (🥇29 · ⭐ 5.8K · 📈) - The largest hub of ready-to-use open-access datasets for ML.. Apache-2
• InterpretML (🥈27 · ⭐ 3.3K · 📈) - Fit interpretable models. Explain blackbox machine learning. MIT
• datasketch (🥉27 · ⭐ 1.4K · 📈) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT
• yellowbrick (🥈26 · ⭐ 3K · 📈) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2
• pyinstrument (🥈26 · ⭐ 2.3K · 📈) - Call stack profiler for Python. Shows you why your code is.. BSD-3
• gpustat (🥉25 · ⭐ 2.1K · 💤) - A simple command-line utility for querying and monitoring GPU status. MIT
• sklearn-evaluation (🥉20 · ⭐ 280 · 📈) - scikit-learn model evaluation made easy: plots, tables and.. MIT

📉 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.

• TF Addons (🥈30 · ⭐ 1.1K · 📉) - Useful extra functionality for TensorFlow 2.x maintained.. Apache-2
• Tesseract (🥇29 · ⭐ 3.3K · 📉) - Python-tesseract is an optical character recognition (OCR).. Apache-2
• Pythran (🥈24 · ⭐ 1.5K · 📉) - Ahead of Time compiler for numeric kernels. BSD-3
• ktrain (🥉24 · ⭐ 690 · 📉) - ktrain is a Python library that makes deep learning and AI.. Apache-2
• HappyBase (🥉24 · ⭐ 550 · 💤) - A developer-friendly Python library to interact with Apache HBase. MIT
• Node2Vec (🥈22 · ⭐ 600 · 📉) - Implementation of the node2vec algorithm. MIT
• Torchmeta (🥈21 · ⭐ 1.1K · 📉) - A collection of extensions and data-loaders for few-shot.. MIT
• mlens (🥉19 · ⭐ 660 · 💤) - ML-Ensemble high performance ensemble learning. MIT
• pdvega (🥉16 · ⭐ 340 · 💀) - Interactive plotting for Pandas using Vega-Lite. MIT

📈 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.

• peewee (🥈33 · ⭐ 8K · 📈) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT
• Rasa (🥇32 · ⭐ 10K · 📈) - Open source machine learning framework to automate text- and.. Apache-2
• tensorflow-hub (🥇32 · ⭐ 2.7K · 📈) - A library for transfer learning by reusing parts of.. Apache-2
• Datasets (🥇29 · ⭐ 5.8K · 📈) - Fast, efficient, open-access datasets and evaluation metrics.. Apache-2
• InterpretML (🥈27 · ⭐ 3.3K · 📈) - Fit interpretable models. Explain blackbox machine learning. MIT

📈 Trending Up

📈 Trending Up

📈 Trending Up

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

• GitHub (👨‍💻 140 · 🔀 1.3K · 📦 12K · 📋 1.9K - 0% open · ⏱️ 26.11.2020):

   git clone https://github.com/coleifer/peewee
  

• PyPi (📥 190K / month · 📦 6.5K · ⏱️ 07.11.2020):

   pip install peewee
  

• GitHub (👨‍💻 450 · 🔀 3.2K · 📋 4.8K - 10% open · ⏱️ 17.12.2020):

   git clone https://github.com/RasaHQ/rasa
  

• PyPi (📥 62K / month · 📦 64 · ⏱️ 11.12.2020):

   pip install rasa
  

• GitHub (👨‍💻 65 · 🔀 1.4K · 📦 4.7K · 📋 530 - 8% open · ⏱️ 16.12.2020):

   git clone https://github.com/tensorflow/hub
  

• PyPi (📥 1.3M / month · 📦 310 · ⏱️ 29.10.2020):

   pip install tensorflow-hub
  

• GitHub (👨‍💻 180 · 🔀 600 · 📦 200 · 📋 540 - 48% open · ⏱️ 17.12.2020):

   git clone https://github.com/huggingface/datasets
  

• PyPi (📥 25K / month · 📦 18 · ⏱️ 19.11.2020):

   pip install datasets
  

• GitHub (👨‍💻 21 · 🔀 410 · 📦 58 · 📋 160 - 31% open · ⏱️ 17.12.2020):

   git clone https://github.com/interpretml/interpret
  

• PyPi (📥 12K / month · 📦 2 · ⏱️ 20.10.2020):

   pip install interpret
  

• GitHub (👨‍💻 15 · 🔀 200 · 📥 16 · 📦 240 · 📋 110 - 17% open · ⏱️ 15.12.2020):

   git clone https://github.com/ekzhu/datasketch
  

• PyPi (📥 210K / month · 📦 86 · ⏱️ 15.12.2020):

   pip install datasketch
  

• GitHub (👨‍💻 95 · 🔀 460 · 📋 590 - 14% open · ⏱️ 01.11.2020):

   git clone https://github.com/DistrictDataLabs/yellowbrick
  

• PyPi (📥 60K / month · 📦 62 · ⏱️ 09.10.2020):

   pip install yellowbrick
  

• GitHub (👨‍💻 10 · 🔀 180 · 📦 520 · 📋 62 - 29% open · ⏱️ 19.05.2020):

   git clone https://github.com/wookayin/gpustat
  

• PyPi (📥 150K / month · 📦 58 · ⏱️ 22.07.2019):

   pip install gpustat
  

• GitHub (👨‍💻 5 · 🔀 25 · 📦 25 · 📋 34 - 20% open · ⏱️ 15.12.2020):

   git clone https://github.com/edublancas/sklearn-evaluation
  

• PyPi (📥 390 / month · 📦 2 · ⏱️ 15.12.2020):

   pip install sklearn-evaluation
  

• GitHub (👨‍💻 1 · 🔀 21 · 📦 5 · ⏱️ 14.05.2019):

   git clone https://github.com/stackimpact/stackimpact-python
  

• PyPi (📥 360 / month · 📦 1 · ⏱️ 14.05.2019):

   pip install stackimpact
  

📉 Trending Down

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

• GitHub (👨‍💻 380 · 🔀 3.8K · 📥 2.6K · 📦 19K · 📋 1.6K - 22% open · ⏱️ 15.11.2020):

   git clone https://github.com/RaRe-Technologies/gensim
  

• PyPi (📦 4.7K · ⏱️ 15.11.2020):

   pip install gensim
  

• GitHub (👨‍💻 46 · 🔀 600 · 📥 8.9K · 📦 5K · 📋 400 - 9% open · ⏱️ 12.12.2020):

   git clone https://github.com/google/sentencepiece
  

• PyPi (📦 120 · ⏱️ 24.10.2020):

   pip install sentencepiece
  

• GitHub (👨‍💻 98 · 🔀 580 · 📦 3.3K · 📋 570 - 45% open · ⏱️ 17.12.2020):

   git clone https://github.com/pytorch/text
  

• PyPi (📦 680 · ⏱️ 10.12.2020):

   pip install torchtext
  

• GitHub (👨‍💻 67 · 🔀 790 · 📦 7.4K · 📋 180 - 47% open · ⏱️ 13.02.2020):

   git clone https://github.com/seatgeek/fuzzywuzzy
  

• PyPi (📦 3.2K · ⏱️ 13.02.2020):

   pip install fuzzywuzzy
  

• GitHub (👨‍💻 33 · 🔀 950 · 📥 88 · 📦 9.3K · 📋 220 - 31% open · ⏱️ 13.11.2020):

   git clone https://github.com/sloria/TextBlob
  

• PyPi (📦 2.5K · ⏱️ 24.02.2019):

   pip install textblob
  

• GitHub (👨‍💻 120 · 🔀 1.6K · 📦 86 · 📋 1.8K - 25% open · ⏱️ 23.10.2019):

   git clone https://github.com/numenta/nupic
  

• PyPi (📦 38 · ⏱️ 01.06.2018):

   pip install nupic
  

• GitHub (👨‍💻 71 · 🔀 900 · 📦 19 · 📋 900 - 19% open · ⏱️ 10.12.2020):

   git clone https://github.com/intel-analytics/BigDL
  

• PyPi (📦 3 · ⏱️ 06.12.2020):

   pip install bigdl
  

• Maven (⏱️ 05.12.2020):

   <dependency>
   	<groupId>com.intel.analytics.bigdl</groupId>
   	<artifactId>bigdl-SPARK_2.4</artifactId>
   	<version>[VERSION]</version>
   </dependency>
  

• GitHub (👨‍💻 11 · 🔀 330 · 📦 1.6K · 📋 140 - 73% open · ⏱️ 07.08.2020):

   git clone https://github.com/sksq96/pytorch-summary
  

• PyPi (📦 120 · ⏱️ 26.09.2018):

   pip install torchsummary
  

• GitHub (👨‍💻 9 · 🔀 260 · 📦 560 · 📋 70 - 35% open · ⏱️ 15.07.2017):

   git clone https://github.com/saffsd/langid.py
  

• PyPi (📦 250 · ⏱️ 05.04.2016):

   pip install langid
  

• GitHub (👨‍💻 8 · 🔀 520 · 📦 320 · 📋 96 - 50% open · ⏱️ 03.05.2020):

   git clone https://github.com/vi3k6i5/flashtext
  

• PyPi (📦 32 · ⏱️ 16.02.2018):

   pip install flashtext