Open Source Infrastructure

GitHub - postgresml/postgresml: PostgresML is an end-to-end machine learning system. It enables you to train models and make online predictions using only SQL, without your data ever leaving your favorite database.

GitHub - Lightning-AI/lightning: Deep learning framework to train, deploy, and ship AI products Lightning fast.

GitHub - dmlc/xgboost: Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow

GitHub - scikit-learn/scikit-learn: scikit-learn: machine learning in Python

GitHub - opencv/opencv: Open Source Computer Vision Library

GitHub - fastai/fastai: The fastai deep learning library

GitHub - keras-team/keras: Deep Learning for humans

GitHub - pytorch/pytorch: Tensors and Dynamic neural networks in Python with strong GPU acceleration

GitHub - tensorflow/tensorflow: An Open Source Machine Learning Framework for Everyone

GitHub - hwchase17/langchain: ⚡ Building applications with LLMs through composability ⚡

GitHub - deepchecks/deepchecks: Deepchecks - Tests for Continuous Validation of ML Models & Data. Deepchecks is a Python package for comprehensively validating your machine learning models and data with minimal effort.

GitHub - google/mediapipe: Cross-platform, customizable ML solutions for live and streaming media.

GitHub - bentoml/BentoML: Unified Model Serving Framework 🍱

GitHub - polyaxon/polyaxon: MLOps Tools For Managing & Orchestrating The Machine Learning LifeCycle

GitHub - snorkel-team/snorkel: A system for quickly generating training data with weak supervision

GitHub - SeldonIO/seldon-core: An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models

GitHub - iterative/dvc: 🦉Data Version Control | Git for Data & Models | ML Experiments Management

GitHub - combust/mleap: MLeap: Deploy ML Pipelines to Production

GitHub - kubeflow/kubeflow: Machine Learning Toolkit for Kubernetes

GitHub - mlflow/mlflow: Open source platform for the machine learning lifecycle

GitHub - pachyderm/pachyderm: Data-Centric Pipelines and Data Versioning

Stan

GitHub - tidyverse/tidyverse: Easily install and load packages from the tidyverse

GitHub - h2oai/datatable: A Python package for manipulating 2-dimensional tabular data structures

GitHub - gnu-octave/octave: GNU Octave Mirror (https://www.octave.org/hg/octave). Report bugs and submit pull requests (patches) at https://bugs.octave.org

GitHub - JuliaLang/julia: The Julia Programming Language

GitHub - pyro-ppl/pyro: Deep universal probabilistic programming with Python and PyTorch

GitHub - rstudio/rstudio: RStudio is an integrated development environment (IDE) for R

GitHub - scipy/scipy: SciPy library main repository

GitHub - pandas-dev/pandas: Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more