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18 changes: 9 additions & 9 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -188,7 +188,7 @@ _Libraries for Machine Learning. Also see [awesome-machine-learning](https://git
- [feature_engine](https://github.com/feature-engine/feature_engine) - sklearn compatible API with the widest toolset for feature engineering and selection.
- [h2o](https://github.com/h2oai/h2o-3) - Open Source Fast Scalable Machine Learning Platform.
- [lightgbm](https://github.com/lightgbm-org/LightGBM) - A fast, distributed, high performance gradient boosting framework.
- [mindsdb](https://github.com/mindsdb/mindsdb) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
- [mindsdb](https://github.com/mindsdb/minds-platform) - MindsDB is an open source AI layer for existing databases that allows you to effortlessly develop, train and deploy state-of-the-art machine learning models using standard queries.
- [pgmpy](https://github.com/pgmpy/pgmpy) - A Python library for probabilistic graphical models and Bayesian networks.
- [scikit-learn](https://github.com/scikit-learn/scikit-learn) - The most popular Python library for Machine Learning with extensive documentation and community support.
- * [scikit-lego](https://github.com/koaning/scikit-lego) - A collection of lego bricks for scikit-learn pipelines.
Expand Down Expand Up @@ -477,7 +477,7 @@ _Libraries for data analysis._

- [aws-sdk-pandas](https://github.com/aws/aws-sdk-pandas) - Pandas on AWS.
- [datasette](https://github.com/simonw/datasette) - An open source multi-tool for exploring and publishing data.
- [data-profiling](https://github.com/Data-Centric-AI-Community/data-profiling) - Generate detailed data profiling reports for pandas DataFrames.
- [data-profiling](https://github.com/Data-Centric-AI-Community/fg-data-profiling) - Generate detailed data profiling reports for pandas DataFrames.
- [desbordante](https://github.com/desbordante/desbordante-core/) - An open source data profiler for complex pattern discovery.
- [ibis](https://github.com/ibis-project/ibis) - A portable Python dataframe library with a single API for 20+ backends.
- [modin](https://github.com/modin-project/modin) - A drop-in pandas replacement that scales workflows by changing a single line of code.
Expand Down Expand Up @@ -562,7 +562,7 @@ _Libraries for scientific computing. Also see [Python-for-Scientists](https://gi
- [pydy](https://github.com/pydy/pydy) - Short for Python Dynamics, used to assist with workflow in the modeling of dynamic motion.
- [PythonRobotics](https://github.com/AtsushiSakai/PythonRobotics) - This is a compilation of various robotics algorithms with visualizations.
- Simulation and Modeling
- [mesa](https://github.com/projectmesa/mesa) - An agent-based modeling framework for building, analyzing, and visualizing complex system simulations.
- [mesa](https://github.com/mesa/mesa) - An agent-based modeling framework for building, analyzing, and visualizing complex system simulations.
- [pathsim](https://github.com/pathsim/pathsim) - A block-based system modeling and simulation framework with a browser-based visual editor.
- [pymc](https://github.com/pymc-devs/pymc) - Probabilistic programming and Bayesian modeling in Python.
- [simpy](https://gitlab.com/team-simpy/simpy) - A process-based discrete-event simulation framework.
Expand Down Expand Up @@ -925,7 +925,7 @@ _Libraries for parsing and manipulating specific text formats._
- [weasyprint](https://github.com/Kozea/WeasyPrint) - A visual rendering engine for HTML and CSS that can export to PDF.
- Markdown
- [markdown-it-py](https://github.com/executablebooks/markdown-it-py) - Markdown parser with 100% CommonMark support, extensions, and syntax plugins.
- [markdown](https://github.com/waylan/Python-Markdown) - A Python implementation of John Gruber’s Markdown.
- [markdown](https://github.com/Python-Markdown/markdown) - A Python implementation of John Gruber’s Markdown.
- [markitdown](https://github.com/microsoft/markitdown) - Python tool for converting files and office documents to Markdown.
- [mistune](https://github.com/lepture/mistune) - Fastest and full featured pure Python parsers of Markdown.
- Data Formats
Expand Down Expand Up @@ -963,7 +963,7 @@ _Libraries for manipulating images._
_Libraries for manipulating audio, video, and their metadata._

- Audio
- [birdnet](https://github.com/kahst/BirdNET-Analyzer) - Deep learning framework for acoustic species detection; identifies bird species from audio recordings using TensorFlow.
- [birdnet](https://github.com/birdnet-team/BirdNET-Analyzer) - Deep learning framework for acoustic species detection; identifies bird species from audio recordings using TensorFlow.
- [gtts](https://github.com/pndurette/gTTS) - Python library and CLI tool for converting text to speech using Google Translate TTS.
- [KittenTTS](https://github.com/KittenML/KittenTTS) - Lightweight ONNX text-to-speech library with small CPU-friendly models.
- [librosa](https://github.com/librosa/librosa) - Python library for audio and music analysis.
Expand All @@ -975,7 +975,7 @@ _Libraries for manipulating audio, video, and their metadata._
- Metadata
- [beets](https://github.com/beetbox/beets) - A music library manager and [MusicBrainz](https://musicbrainz.org/) tagger.
- [mutagen](https://github.com/quodlibet/mutagen) - A Python module to handle audio metadata.
- [tinytag](https://github.com/devsnd/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.
- [tinytag](https://github.com/tinytag/tinytag) - A library for reading music meta data of MP3, OGG, FLAC and Wave files.

### Game Development

Expand Down Expand Up @@ -1016,7 +1016,7 @@ _Functional Programming with Python._
- [coconut](https://github.com/evhub/coconut) - A variant of Python built for simple, elegant, Pythonic functional programming.
- [functools](https://docs.python.org/3/library/functools.html) - (Python standard library) Higher-order functions and operations on callable objects.
- [funcy](https://github.com/Suor/funcy) - A fancy and practical functional tools.
- [more-itertools](https://github.com/erikrose/more-itertools) - More routines for operating on iterables, beyond `itertools`.
- [more-itertools](https://github.com/more-itertools/more-itertools) - More routines for operating on iterables, beyond `itertools`.
- [returns](https://github.com/dry-python/returns) - A set of type-safe monads, transformers, and composition utilities.
- [toolz](https://github.com/pytoolz/toolz) - A collection of functional utilities for iterators, functions, and dictionaries. Also available as [cytoolz](https://github.com/pytoolz/cytoolz/) for Cython-accelerated performance.

Expand Down Expand Up @@ -1071,7 +1071,7 @@ _Local PyPI repository server and proxies._

- [bandersnatch](https://github.com/pypa/bandersnatch/) - PyPI mirroring tool provided by Python Packaging Authority (PyPA).
- [devpi](https://github.com/devpi/devpi) - PyPI server and packaging/testing/release tool.
- [warehouse](https://github.com/pypa/warehouse) - Next generation Python Package Repository (PyPI).
- [warehouse](https://github.com/pypi/warehouse) - Next generation Python Package Repository (PyPI).

### Distribution

Expand Down Expand Up @@ -1137,7 +1137,7 @@ _Python programming on Microsoft Windows._

_Useful libraries or tools that don't fit in the categories above._

- [blinker](https://github.com/jek/blinker) - A fast Python in-process signal/event dispatching system.
- [blinker](https://github.com/pallets-eco/blinker) - A fast Python in-process signal/event dispatching system.
- [boltons](https://github.com/mahmoud/boltons) - A set of pure-Python utilities.
- [itsdangerous](https://github.com/pallets/itsdangerous) - Various helpers to pass trusted data to untrusted environments.
- [tryton](https://github.com/tryton/tryton) - A general-purpose business framework.
Expand Down