Type

Selection — 3 881

FLAML

github.com

Fast and lightweight AutoML (paper).

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Goptuna

github.com

A hyperparameter optimization framework, inspired by Optuna.

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HpBandSter

github.com

a framework for distributed hyperparameter optimization.

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HPOlib2

github.com

a library for hyperparameter optimization and black box optimization benchmarks.

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Hyperband

github.com

open source code for tuning hyperparams with Hyperband.

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Hypernets

github.com

A General Automated Machine Learning Framework.

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Hyperopt

github.com

Distributed Asynchronous Hyperparameter Optimization in Python.

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hyperunity

github.com

A toolset for black-box hyperparameter optimisation.

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Intelli

github.com

A framework to connect a flow of ML models by applying graph theory.

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Katib

github.com

Katib is a Kubernetes-native project for automated machine learning (AutoML).

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learn2learn

github.com

PyTorch Meta-learning Framework for Researchers.

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Ludwig

github.com

a toolbox built on top of TensorFlow that allows to train and test deep learning models without the need to write code.

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MOE

github.com

a global, black box optimization engine for real world metric optimization by Yelp.

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Model Search

github.com

a framework that implements AutoML algorithms for model architecture search at scale.

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NASGym

github.com

a proof-of-concept OpenAI Gym environment for Neural Architecture Search (NAS).

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NNI

github.com

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

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REMBO

github.com

Bayesian optimization in high-dimensions via random embedding.

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RoBO

github.com

a Robust Bayesian Optimization framework.

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Sequential model-based optimization with a scipy.optimize interface.

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Torchmeta

github.com

A Meta-Learning library for PyTorch.

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Vegas

github.com

an AutoML algorithm tool chain by Huawei Noah's Arb Lab.

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Entroly

github.com

Information-theoretic context optimization proxy. Cuts LLM token costs by 70–95% with zero accuracy loss using greedy submodular knapsack maximization.

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FeatherCNN

github.com

FeatherCNN is a high performance inference engine for convolutional neural networks.

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Forward

github.com

A library for high performance deep learning inference on NVIDIA GPUs.

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lean-ctx

github.com

Context runtime and MCP server that reduces AI coding agent token costs via session caching, AST-aware compression, and shell output patterns. Website

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NCNN

github.com

ncnn is a high-performance neural network inference framework optimized for the mobile platform.

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PocketFlow

github.com

use AutoML to do model compression.

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A suite of tools that users, both novice and advanced, can use to optimize machine learning models for deployment and execution.

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TNN

github.com

A uniform deep learning inference framework for mobile, desktop and server.

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optimum-tpu

github.com

Google TPU optimizations for transformers models

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agent-opt

github.com

Automated optimization engine for improving agent workflows using feedback-driven iterative refinements.

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EasyFL

github.com

An Easy-to-use Federated Learning Platform

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FATE

github.com

An Industrial Grade Federated Learning Framework

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FedML

github.com

The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation.

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Flower

github.com

A Friendly Federated Learning Framework

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Harmonia

github.com

Harmonia is an open-source project aiming at developing systems/infrastructures and libraries to ease the adoption of federated learning (abbreviated to FL) for researches and production usage.

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