Update: 2021.03.11

📈 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.

• Celery (🥇39 · ⭐ 17K · 📈) - Asynchronous task queue/job queue based on distributed message passing. BSD-3
• Airflow (🥇36 · ⭐ 21K · 📈) - Platform to programmatically author, schedule, and monitor.. Apache-2
• pyproj (🥈31 · ⭐ 580 · 📈) - Python interface to PROJ (cartographic projections and coordinate.. MIT
• Pydub (🥇30 · ⭐ 5.2K · 📈) - Manipulate audio with a simple and easy high level interface. MIT
• PyTorch Geometric (🥇29 · ⭐ 10K · 📈) - Geometric Deep Learning Extension Library for PyTorch. MIT
• torchaudio (🥈29 · ⭐ 1.3K · 📈) - Data manipulation and transformation for audio signal.. BSD-2
• PyTorch Image Models (🥈28 · ⭐ 7.9K · 📈) - PyTorch image models, scripts, pretrained weights --.. Apache-2
• snorkel (🥉28 · ⭐ 4.5K · 📈) - A system for quickly generating training data with weak.. Apache-2
• ipyleaflet (🥉28 · ⭐ 1.1K · 📈) - A Jupyter - Leaflet.js bridge. MIT
• scattertext (🥉24 · ⭐ 1.5K · 📈) - Beautiful visualizations of how language differs among.. 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.

• networkx (🥇33 · ⭐ 8.8K · 📉) - Network Analysis in Python. BSD-3
• dask (🥇32 · ⭐ 8K · 📉) - Parallel computing with task scheduling. BSD-3
• dask.distributed (🥇31 · ⭐ 1.2K · 📉) - A distributed task scheduler for Dask. BSD-3
• torchtext (🥈29 · ⭐ 2.7K · 📉) - Data loaders and abstractions for text and NLP. BSD-3
• baselines (🥇27 · ⭐ 11K · 💀) - OpenAI Baselines: high-quality implementations of reinforcement.. MIT
• tensorpack (🥉27 · ⭐ 6K · 📉) - A Neural Net Training Interface on TensorFlow, with focus.. Apache-2
• stanza (🥈25 · ⭐ 5.3K · 📉) - Official Stanford NLP Python Library for Many Human Languages. Apache-2
• PyCUDA (🥈25 · ⭐ 1.1K · 📉) - CUDA integration for Python, plus shiny features. MIT
• pyopencl (🥈24 · ⭐ 790 · 📉) - OpenCL integration for Python, plus shiny features. MIT
• PyTextRank (🥉22 · ⭐ 1.5K · 📉) - Python implementation of TextRank for phrase extraction and.. MIT

Update: 2021.03.04

📈 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.

• MXNet (🥈34 · ⭐ 19K · 📈) - Lightweight, Portable, Flexible Distributed/Mobile Deep.. Apache-2
• scikit-image (🥇33 · ⭐ 4.2K · 📈) - Image processing in Python. BSD-2
• xmltodict (🥇32 · ⭐ 4.3K · 💤) - Python module that makes working with XML feel like you are.. MIT
• fastText (🥇30 · ⭐ 22K · 💤) - Library for fast text representation and classification. MIT
• VisPy (🥈29 · ⭐ 2.6K · 📈) - High-performance interactive 2D/3D data visualization library. BSD-3
• metric-learn (🥈24 · ⭐ 1.1K · 💤) - Metric learning algorithms in Python. MIT
• bt (🥈24 · ⭐ 980 · 📈) - bt - flexible backtesting for Python. MIT
• DALEX (🥉20 · ⭐ 780 · 📈) - moDel Agnostic Language for Exploration and eXplanation. ❗️GPL-3.0
• SKLL (🥉18 · ⭐ 520 · 📈) - SciKit-Learn Laboratory (SKLL) makes it easy to run.. ❗️BSD-1-Clause
• Hivemind (🥉17 · ⭐ 650 · 📈) - Decentralized deep learning in PyTorch. Built to train models on.. 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.

• numpy (🥇38 · ⭐ 16K · 📉) - The fundamental package for scientific computing with Python. BSD-3
• luigi (🥈32 · ⭐ 14K · 📉) - Luigi is a Python module that helps you build complex pipelines of.. Apache-2
• jieba (🥇30 · ⭐ 26K · 💀) - Chinese Words Segmentation Utilities. MIT
• Annoy (🥇29 · ⭐ 8.2K · 📉) - Approximate Nearest Neighbors in C++/Python optimized for memory.. Apache-2
• scikit-optimize (🥇29 · ⭐ 2.1K · 📉) - Sequential model-based optimization with a.. BSD-3
• mrjob (🥈27 · ⭐ 2.5K · 📉) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
• efficientnet (🥉23 · ⭐ 1.7K · 📉) - Implementation of EfficientNet model. Keras and.. Apache-2
• AstroML (🥉20 · ⭐ 730 · 📉) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
• Caer (🥉20 · ⭐ 440 · 📉) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
• scikit-lego (🥉20 · ⭐ 430 · 📉) - Extra blocks for scikit-learn pipelines. MIT

Update: 2021.02.25

📈 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.

• torchvision (🥇36 · ⭐ 8.4K · 📈) - Datasets, Transforms and Models specific to Computer.. BSD-3
• TensorFlow Datasets (🥇32 · ⭐ 2.7K · 📈) - TFDS is a collection of datasets ready to use with.. Apache-2
• DeepSpeech (🥇31 · ⭐ 17K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• fairseq (🥇31 · ⭐ 11K · 📈) - Facebook AI Research Sequence-to-Sequence Toolkit written in.. MIT
• Autograd (🥇30 · ⭐ 5.1K · 💀) - Efficiently computes derivatives of numpy code. MIT
• pythreejs (🥉26 · ⭐ 700 · 📈) - A Jupyter - Three.js bridge. BSD-3
• PyFlux (🥈23 · ⭐ 1.8K · 💀) - Open source time series library for Python. BSD-3
• Torchbearer (🥉20 · ⭐ 580 · 📈) - torchbearer: A model fitting library for PyTorch. MIT
• pandas-ml (🥉19 · ⭐ 270 · 💀) - pandas, scikit-learn, xgboost and seaborn integration. BSD-3
• Orbit (🥉18 · ⭐ 330 · 📈) - Bayesian forecasting with object-oriented design and probabilistic.. 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-image (🥇32 · ⭐ 4.2K · 📉) - Image processing in Python. BSD-2
• mrjob (🥈29 · ⭐ 2.5K · 📉) - Run MapReduce jobs on Hadoop or Amazon Web Services. Apache-2
• fastText (🥈27 · ⭐ 22K · 💤) - Library for fast text representation and classification. MIT
• Datasette (🥈26 · ⭐ 4.7K · 📉) - An open source multi-tool for exploring and publishing data. Apache-2
• inflect (🥈26 · ⭐ 480 · 📉) - Correctly generate plurals, ordinals, indefinite articles; convert.. MIT
• featuretools (🥈25 · ⭐ 5.4K · 📉) - An open source python library for automated feature.. BSD-3
• tabulator-py (🥉25 · ⭐ 200 · 📉) - Python library for reading and writing tabular data via streams. MIT
• arch (🥉23 · ⭐ 650 · 📉) - ARCH models in Python. ❗️NCSA
• TensorWatch (🥉22 · ⭐ 3K · 📉) - Debugging, monitoring and visualization for Python Machine.. MIT
• AstroML (🥉22 · ⭐ 730 · 📉) - Machine learning, statistics, and data mining for astronomy and.. BSD-2

Update: 2021.02.18

📈 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.

• Seaborn (🥇37 · ⭐ 8.1K · 📈) - Statistical data visualization using matplotlib. BSD-3
• imbalanced-learn (🥇31 · ⭐ 5K · 📈) - A Python Package to Tackle the Curse of Imbalanced.. MIT
• arch (🥈25 · ⭐ 640 · 📈) - ARCH models in Python. ❗️NCSA
• PyNNDescent (🥈25 · ⭐ 370 · 📈) - A Python nearest neighbor descent for approximate nearest.. BSD-2
• AstroML (🥈24 · ⭐ 730 · 📈) - Machine learning, statistics, and data mining for astronomy and.. BSD-2
• Caer (🥉23 · ⭐ 430 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
• NIPY (🥈22 · ⭐ 290 · 📈) - Neuroimaging in Python FMRI analysis package. BSD-3
• lazypredict (🥉21 · ⭐ 380 · 📈) - Lazy Predict help build a lot of basic models without much.. MIT
• quinn (🥉21 · ⭐ 210 · 📈) - pyspark methods to enhance developer productivity. Apache-2
• DESlib (🥉20 · ⭐ 310 · 📈) - A Python library for dynamic classifier and ensemble selection. BSD-3

📉 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.

• pandas (🥇40 · ⭐ 29K · 📉) - Flexible and powerful data analysis / manipulation library for.. BSD-3
• Ray (🥇32 · ⭐ 15K · 📉) - An open source framework that provides a simple, universal API for.. Apache-2
• mlflow (🥇32 · ⭐ 8.4K · 📉) - Open source platform for the machine learning lifecycle. Apache-2
• tensor2tensor (🥇31 · ⭐ 11K · 📉) - Library of deep learning models and datasets designed.. Apache-2
• horovod (🥈29 · ⭐ 11K · 📉) - Distributed training framework for TensorFlow, Keras, PyTorch,.. Apache-2
• Nilearn (🥇29 · ⭐ 700 · 📉) - Machine learning for NeuroImaging in Python. BSD-3
• Faiss (🥇28 · ⭐ 12K · 📉) - A library for efficient similarity search and clustering of dense vectors. MIT
• DeepSpeech (🥉24 · ⭐ 16K · 📉) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• PyStan (🥉21 · ⭐ 35 · 📉) - PyStan, a Python interface to Stan, a platform for statistical modeling... ISC
• pymap3d (🥉19 · ⭐ 180 · 📉) - pure-Python (Numpy optional) 3D coordinate conversions for geospace.. BSD-2

➕ Added Projects

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

• data-describe (🥉14 · ⭐ 250 · ➕) - datadescribe: Pythonic EDA Accelerator for Data Science. Apache-2
• bias-detector (🥉10 · ⭐ 15 · ➕) - Bias Detector is a python package for detecting bias in machine.. MIT

Update: 2021.02.04

📈 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.

• DeepSpeech (🥇31 · ⭐ 16K · 📈) - DeepSpeech is an open source embedded (offline, on-.. MPL-2.0
• PaddlePaddle (🥈30 · ⭐ 14K · 📈) - PArallel Distributed Deep LEarning: Machine Learning.. Apache-2
• UMAP (🥈30 · ⭐ 4.5K · 📈) - Uniform Manifold Approximation and Projection. BSD-3
• hdbscan (🥇28 · ⭐ 1.8K · 📈) - A high performance implementation of HDBSCAN clustering. BSD-3
• Datasette (🥈27 · ⭐ 4.6K · 📈) - An open source multi-tool for exploring and publishing data. Apache-2
• hnswlib (🥈26 · ⭐ 1.3K · 📈) - Header-only C++/python library for fast approximate nearest.. Apache-2
• PyNNDescent (🥉23 · ⭐ 370 · 📈) - A Python nearest neighbor descent for approximate nearest.. BSD-2
• TTS (🥉20 · ⭐ 3.2K · 📈) - Deep learning for Text to Speech (Discussion forum:.. MPL-2.0
• Objax (🥉19 · ⭐ 560 · 🐣) - Objax is a machine learning framework that provides an Object.. Apache-2 jax
• ONNX-T5 (🥉15 · ⭐ 140 · 🐣) - Summarization, translation, sentiment-analysis, text-generation.. 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.

• xmltodict (🥈30 · ⭐ 4.3K · 💤) - Python module that makes working with XML feel like you are.. MIT
• PyStan (🥉24 · ⭐ 910 · 📉) - Temporary home for PyStan version 3. Documentation: https://pystan-.. ISC
• dask-ml (🥈24 · ⭐ 680 · 📉) - Scalable Machine Learning with Dask. BSD-3
• EfficientNets (🥈20 · ⭐ 1.2K · 📉) - Pretrained EfficientNet, EfficientNet-Lite, MixNet,.. Apache-2
• MLBox (🥉20 · ⭐ 1.2K · 📉) - MLBox is a powerful Automated Machine Learning python library. ❗️BSD-1-Clause
• EarthPy (🥉20 · ⭐ 220 · 📉) - A package built to support working with spatial data using open.. BSD-3
• Caer (🥉19 · ⭐ 420 · 🐣) - A lightweight Computer Vision library. Scale your models, not boilerplate. MIT
• Paddle Graph Learning (🥉17 · ⭐ 890 · 📉) - Paddle Graph Learning (PGL) is an efficient and.. Apache-2
• Lambda Networks (🥉15 · ⭐ 1.3K · 🐣) - Implementation of LambdaNetworks, a new approach to.. MIT
• PandaPy (🥉13 · ⭐ 470 · 📉) - PandaPy has the speed of NumPy and the usability of Pandas 10x to.. MIT

Update: 2021.01.28

📈 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

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• 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

Update: 2021.01.21

📈 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

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• 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

Update: 2021.01.17

📈 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

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• 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

Update: 2021.01.12

📈 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

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• 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. <a href="http:/...

Update: 2021.01.08

📈 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