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Data Science

378 items from krzjoa/awesome-python-data-science ★3,613

  1. NitroFE github.com

    Moving window features.

    tool link ↗
  2. tubular github.com

    Collection of scikit-learn compatible transformers written in narwhals, which can accept either polars/pandas inputs and utilise the chosen library under the hood.

  3. hsmmlearn github.com

    A library for hidden semi-Markov models with explicit durations.

    tool link ↗
  4. GreatX github.com

    A graph reliability toolbox based on PyTorch and PyTorch Geometric (PyG).

  5. sigopt_sklearn github.com

    SigOpt wrappers for scikit-learn methods.

    tool link ↗
  6. liquidSVM github.com

    An implementation of SVMs.

    tool link ↗
  7. few github.com

    A feature engineering wrapper for sklearn.

    tool link ↗
  8. spaCy spacy.io

    Industrial-Strength Natural Language Processing.

  9. NumPy numpy.org

    The fundamental package for scientific computing with Python

  10. binder mybinder.org

    Enable sharing and execute Jupyter Notebooks

    site link ↗
  11. fastapi fastapi.tiangolo.com

    Modern, fast (high-performance), a web framework for building APIs with Python

  12. Altair altair-viz.github.io

    Declarative statistical visualization library for Python. Can easily do many data transformation within the code to create graph

  13. TensorLight github.com

    A high-level framework for TensorFlow.

  14. Catalyst-RL github.com

    PyTorch framework for RL research.

  15. Contrastive Explanation github.com

    Contrastive Explanation (Foil Trees).

    tool link ↗
  16. Auralisation github.com

    Auralisation of learned features in CNN (for audio).

    tool link ↗
  17. skl-groups github.com

    A scikit-learn addon to operate on set/"group"-based features.

    tool link ↗
  18. xpandas github.com

    Universal 1d/2d data containers with Transformers .functionality for data analysis by The Alan Turing Institute.

  19. dirty_cat github.com

    Machine learning on dirty tabular data (especially: string-based variables for classifcation and regression).

  20. pyMorfologik github.com

    Python binding for Morfologik.

  21. sklearn-evaluation github.com

    Model evaluation made easy: plots, tables, and markdown reports.

    tool link ↗
  22. sk-transformer github.com

    A collection of various pandas & scikit-learn compatible transformers for all kinds of preprocessing and feature engineering steps

  23. Scrapy scrapy.org

    Fast and extensible scraping library. Can write rules and create customized scraper without touching the core

    site link ↗
  24. plotly plot.ly

    A Python library that makes interactive and publication-quality graphs.

  25. graph-tool graph-tool.skewed.de

    an efficient Python module for manipulation and statistical analysis of graphs (a.k.a. networks).

  26. beautifulsoup4 crummy.com

    The easiest library to scrape static websites for beginners

    site link ↗
  27. ZhuSuan zhusuan.readthedocs.io

    Bayesian Deep Learning.

  28. streamlit streamlit.io

    Make it easy to deploy the machine learning model

  29. SSPipe sspipe.github.io

    Python pipe (|) operator with support for DataFrames and Numpy, and Pytorch.

  30. PySpark spark.apache.org

    Exposes the Spark programming model to Python.

  31. Selenium selenium-python.readthedocs.io

    Use Selenium Python API to access all functionalities of Selenium WebDriver in an intuitive way like a real user.

  32. scikit-learn scikit-learn.org

    Machine learning in Python.

  33. RLlib ray.readthedocs.io

    Scalable Reinforcement Learning.

  34. gensim radimrehurek.com

    Topic Modelling for Humans.

    site link ↗
  35. folium python-visualization.github.io

    Makes it easy to visualize data on an interactive open street map

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  36. pandas pandas.pydata.org

    Powerful Python data analysis toolkit.

  37. ML-Ensemble ml-ensemble.com

    High performance ensemble learning.

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  38. Spotlight maciejkula.github.io

    Deep recommender models using PyTorch.

  39. GPflow gpflow.readthedocs.io

    Gaussian processes in TensorFlow.

  40. FlashLight github.com

    Visualization Tool for your NeuralNetwork.

    tool link ↗
  41. Skater github.com

    Python Library for Model Interpretation.

  42. pycma github.com

    Python implementation of CMA-ES.

  43. imgaug_extension github.com

    Additional augmentations for imgaug.

    tool link ↗
  44. GRAPE github.com

    GRAPE is a Rust/Python Graph Representation Learning library for Predictions and Evaluations

  45. OR-Tools developers.google.com

    An open-source software suite for optimization by Google; provides a unified programming interface to a half dozen solvers: SCIP, GLPK, GLOP, CP-SAT, CPLEX, and Gurobi.

  46. dateutil dateutil.readthedocs.io

    Powerful extensions to the standard datetime module

    site link ↗
  47. datapane datapane.com

    A collection of APIs to turn scripts and notebooks into interactive reports.

  48. pyAgrum agrum.gitlab.io

    A GRaphical Universal Modeler.

    site link ↗