Ecosyste.ms: Awesome

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awesome-list


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  • Graphical

  • Deep Learning

  • Dimensionality Reduction

    • umap - dimension reduction technique that

  • Multipurpose

    • DALI - A library containing both highly optimized building blocks and an execution engine for data pre-processing in deep learning applications [docs](https://docs.nvidia.com/deeplearning/sdk/dali-developer-guide/docs/index.html)
    • gin-config - Gin provides
    • imbalanced-learn - A python package offering a number of re-sampling techniques. Compatible with scikit-learn, is part of scikit-learn-contrib projects.
    • mlxtend - A library of extension and
    • numpy - The fundamental package for
    • PyOD - Outlier detection library
    • scikit-learn - machine
    • scikit-learn-laboratory (SKLL) - CLI
    • scipy - open-source software for
    • statsmodels - statistical
    • SymPy - A computer algebra system written in pure Python, library for symbolic mathematics
    • RAPIDS - Open GPU Data Science. More
    • here
    • statsmodels - statistical
    • Vaex - Out-of-Core DataFrames for Python, visualize and explore big tabular data at a billion rows per second. [Project page](https://vaex.io/)

  • Natural Language Processing

  • Optimization

  • Probabilistic Programming

    • pyro - Deep universal probabilistic
    • pgmpy - Python Library for Probabilistic

  • Recommender systems

  • Speech Processing

  • Compilers

    • glow - Compiler for Neural Network hardware
    • jax - Composable transformations of
    • numba - NumPy aware dynamic Python compiler

  • Data Adapters

    • csvkit - A suite of utilities for
    • redash - Connect to any data source,
    • odo - Odo migrates between many formats. These include in-memory structures like list, pd.DataFrame and np.ndarray and also data outside of Python like CSV/JSON/HDF5 files, SQL databases, data on remote machines, and the Hadoop File System.

  • Data Annotation

    • doccano - Open source text annotation tool for machine learning practitioners.
    • snorkel - A system for

  • Data Gathering

    • scrapy - high-level library to write

  • Data Management

    • Quilt - Quilt versions and deploys data

  • Data Visualization

  • Feature engineering

    • featuretools - an open source python framework for automated feature engineering.
    • featuretools - an open source python framework for automated feature engineering.

  • Hardware Management

    • nvtop - a (h)top like task monitor for NVIDIA GPUs.
    • s2i - Source-to-Image (S2I) is a toolkit and workflow for building reproducible container images from source code. S2I produces ready-to-run images by injecting source code into a container image and letting the container prepare that source code for execution. By creating self-assembling builder images, you can version and control your build environments exactly like you use container images to version your runtime environments.

  • Job Management

    • luigi - Luigi is a Python module that

  • Parallelization

    • pywren - parfor on AWS Lambda
    • horovod - Distributed training framework
    • dask - library for parallel computing in Python with dynamic task scheduling: numpy computation graphs.

  • Reporting

  • Speach

    • Common-Voice - Multi language, open source database with voice samples that anyone can use to train speech-enabled applications.

  • Hybrid

Programming Languages
Python 47 Jupyter Notebook 6 C++ 4 JavaScript 2 Go 1 C 1 Java 1 Cuda 1
Categories
Multipurpose 15 Data Visualization 9 Deep Learning 9 Natural Language Processing 7 Speech Processing 5 Reporting 4 Parallelization 3 Compilers 3 Data Adapters 3 Data Annotation 2 Feature engineering 2 Hardware Management 2 Probabilistic Programming 2 Optimization 2 Data Management 1 Data Gathering 1 Dimensionality Reduction 1 Recommender systems 1 Speach 1 Hybrid 1 Job Management 1 Graphical 1
Sub Categories
Keywords
python 38 machine-learning 28 deep-learning 18 data-science 15 pytorch 10 tensorflow 7 visualization 7 neural-network 7 natural-language-processing 6 jupyter 6 data-analysis 6 numpy 6 jupyter-notebook 5 statistics 5 nlp 5 neural-networks 4 dashboard 4 scikit-learn 4 speech-recognition 4 gpu 4 plotting 3 data-mining 3 pandas 3 mxnet 3 plotly 2 plotly-dash 2 keras 2 javascript 2 data-visualization 2 nlp-library 2 spark 2 data-augmentation 2 scipy 2 named-entity-recognition 2 word-embeddings 2 ai 2 unsupervised-learning 2 pandas-dataframe 2 html-report 2 exploratory-data-analysis 2 exploration 2 eda 2 data-quality 2 data-profiling 2 data-exploration 2 big-data-analytics 2 notebooks 2 pandas-profiling 2 language-model 2 jax 2