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awesome-ml-gen-ai-elixir

A curated list of Machine Learning libraries and resources for the Elixir programming language.
https://github.com/georgeguimaraes/awesome-ml-gen-ai-elixir

Last synced: 5 days ago
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Machine Learning
- Computer Vision
  - Evision - OpenCV bindings for Elixir/Erlang.
  - NxImage - Image processing in Nx.
- Traditional Machine Learning
  - Scholar - Traditional machine learning tools built on top of Nx. Implements algorithms for:
  - EXGBoost - Decision Trees implemented using the [XGBoost C API](https://xgboost.readthedocs.io/en/latest/c.html).
  - Mockinjay - Implementation of Microsoft's [Hummingbird](https://github.com/microsoft/hummingbird) library for converting trained Decision Tree models into Nx tensor computations.
  - Ulam - Elixir interface to [Stan](https://mc-stan.org/), a probabilist programming language.
  - Soothsayer - Time series forecasting library inspired by Facebook's Prophet and NeuralProphet.
- Deep Learning
  - Axon - Neural Networks for Elixir. Built with Nx.
  - Bumblebee - Pre-trained neural network models on top of Axon. Provides integration with [Hugging Face](https://huggingface.co/).
  - Ortex - Wrapper around ONNX. Enables you to run ONNX models using Nx.
Core Tools
- Nx - Tensors for Elixir with compilation to CPU/GPU. It is the base for a lot of other libraries.
- Explorer - Series and dataframes for data exploration in Elixir.
- Kino - Render rich and interactive output. Used in Livebook.
- Livebook - Write interactive and collaborative notebooks, with integrations to databases, messaging, visualization and more.
Livebooks & Examples
- Agent Frameworks
  - José Valim's Livebooks - Livebooks that José used for talks and Advent of Code.
  - Programming Machine Learning - Livebook notebooks with code examples for the [Programming Machine Learning book by Paolo Perrotta](https://pragprog.com/titles/pplearn/programming-machine-learning/)
  - Machine Learning in Elixir - Livebooks following along with the book [Machine Learning in Elixir by Sean Moriarity](https://pragprog.com/titles/smelixir/machine-learning-in-elixir/)
  - Asynchronous Processing in Elixir - Interactive guide using Livebook to asynchronous data processing in Elixir.
Resources
- Books
  - Machine Learning in Elixir - Learning to Learn with Nx and Axon (by Sean Moriarity)
  - Genetic Algorithms in Elixir - Solve Problems Using Evolution (by Sean Moriarity)
- Videos
- Articles
  - From Python to Elixir Machine Learning - Nice wrapup on what you gain from the Elixir ecosystem for Machine Learning.
Generative AI
- LLM Tools
  - Honeycomb - Fast LLM inference built on Elixir, Bumblebee, and EXLA.
  - Instructor.ex - Structured outputs from LLMs using Ecto schemas. Works with OpenAI, llama.cpp and Bumblebee.
- Agent Frameworks
  - Jido - Framework for building autonomous, distributed agent systems using traditional AI and ML approaches.
  - LangChain - Framework for developing applications powered by language models, with support for OpenAI, Anthropic, Google, and Bumblebee models.

Programming Languages

Elixir 16 HTML 1

Ecosyste.ms: Awesome

awesome-ml-gen-ai-elixir

Machine Learning

Computer Vision

Traditional Machine Learning

Deep Learning

Core Tools

Livebooks & Examples

Agent Frameworks

Resources

Books

Videos

Articles

Generative AI

LLM Tools

Agent Frameworks