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awesome-python-data-science

A curated list of Python libraries used for data science.
https://github.com/thomasjpfan/awesome-python-data-science

Last synced: 3 days ago
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  • Machine Learning Frameworks

    • Xgboost - Scalable, Portable and Distributed Gradient Boosting.

  • Scientific

    • Pandas - A library providing high-performance, easy-to-use data structures and data analysis tools.
    • Numba - NumPy aware dynamic Python compiler using LLVM.

  • Deep Learning Tools

    • lightly - Lightly is a computer vision framework for self-supervised learning.
    • TorchDrift - TorchDrift is a data and concept drift library for PyTorch.

  • Visualization

    • PyGWalker - Turns pandas and polars dataframes into a Tableau-like user interface for visual exploration.

  • Exploration

    • Skater - Model Agnostic Interpretation.
    • fitter - simple class to identify the distribution from which a data samples is generated from.
    • Dora - Exploratory data analysis.

  • Feature Extraction

    • General Feature Extraction

      • dirty_cat - Encoding methods for dirty categorical variables.

    • Images and Video

    • Text/NLP

      • preprocessing - Simple interface for the CMU Pronouncing Dictionary.
      • BlingFire - A lightning fast Finite State machine and REgular expression manipulation library.
      • Fuzzy - Soundex, NYSIIS, Double Metaphone.

  • Profiling

    • Ranking/Recommender

  • Python Tools

    • Ranking/Recommender

      • devpi - PyPI server and packaging/testing/release tool.
      • sacred - Reproduce computational experiments.

  • Deep Learning Frameworks

    • tensorlayer - A Deep Learning and Reinforcement Learning Library for Researchers and Engineers.

  • Data Gathering

    • Ranking/Recommender

      • gain - Web crawling framework based on asyncio.
Programming Languages
Python 3 C 1 C++ 1 Jupyter Notebook 1
Categories
Feature Extraction 5 Exploration 3 Python Tools 2 Deep Learning Tools 2 Scientific 2 Deep Learning Frameworks 1 Data Gathering 1 Visualization 1 Profiling 1 Machine Learning Frameworks 1
Sub Categories
Ranking/Recommender 4 Text/NLP 3 General Feature Extraction 1 Images and Video 1
Keywords
python 2 a3c 1 artificial-intelligence 1 chatbot 1 deep-learning 1 dqn 1 gan 1 google 1 imagenet 1 neural-network 1 object-detection 1 reinforcement-learning 1 tensorflow 1 tensorflow-tutorial 1 tensorflow-tutorials 1 tensorlayer 1 ai 1 drift-detection 1 neural-networks 1 pytorch 1 aiohttp 1 asyncio 1 crawler 1 spider 1 uvloop 1