Update: 2020.12.28

📈 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.

• 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
• Sentinelsat (🥉21 · ⭐ 530 · 📉) - Search and download Copernicus Sentinel satellite images. ❗️GPL-3.0
• 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

Update: 2020.12.27

➕ 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. <cod...

Update: 2020.12.18

📈 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.

• 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

Update: 2020.12.17-test.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.

• 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

2020.12.17-test

📈 Trending Up

Datasets (🥇 29 · ⭐ 5.8K · 📈) - Fast, efficient, open-access datasets and evaluation metrics.. Apache-2

Update: 2020.12.17

📈 Trending Up

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

peewee (🥈33 · ⭐ 8K · 📈) - a small, expressive orm -- supports postgresql, mysql and sqlite. MIT

• 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
  

Rasa (🥇32 · ⭐ 10K · 📈) - Open source machine learning framework to automate text- and.. Apache-2

• 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
  

tensorflow-hub (🥇32 · ⭐ 2.7K · 📈) - A library for transfer learning by reusing parts of.. Apache-2

• 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
  

Datasets (🥇29 · ⭐ 5.8K · 📈) - Fast, efficient, open-access datasets and evaluation metrics.. Apache-2

• 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
  

InterpretML (🥈27 · ⭐ 3.3K · 📈) - Fit interpretable models. Explain blackbox machine learning. MIT

• 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
  

datasketch (🥉27 · ⭐ 1.4K · 📈) - MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog,.. MIT

• 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
  

yellowbrick (🥈26 · ⭐ 3K · 📈) - Visual analysis and diagnostic tools to facilitate machine.. Apache-2

• 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
  

gpustat (🥉25 · ⭐ 2.1K · 💤) - A simple command-line utility for querying and monitoring GPU status. MIT

• 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
  

sklearn-evaluation (🥉20 · ⭐ 280 · 📈) - scikit-learn model evaluation made easy: plots, tables and.. MIT

• 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
  

StackImpact (🥉15 · ⭐ 670 · 💀) - DEPRECATED StackImpact Python Profiler - Production-Grade.. BSD-3

• 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.

gensim (🥈29 · ⭐ 11K · 📉) - Topic Modelling for Humans. ❗️LGPL-2.1

• 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
  

sentencepiece (🥈27 · ⭐ 4.6K · 📉) - Unsupervised text tokenizer for Neural Network-based text.. Apache-2

• 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
  

torchtext (🥈25 · ⭐ 2.6K · 📉) - Data loaders and abstractions for text and NLP. BSD-3

• 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
  

fuzzywuzzy (🥉23 · ⭐ 7.7K · 💤) - Fuzzy String Matching in Python. ❗️GPL-2.0

• 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
  

TextBlob (🥉23 · ⭐ 7.4K · 📉) - Simple, Pythonic, text processing--Sentiment analysis, part-of-.. MIT

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

   git clone htt...
  

test

📈 Trending Up

Datasets (🥇 29 · ⭐ 5.8K · 📈) - Fast, efficient, open-access datasets and evaluation metrics.. Apache-2