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ray-project/ray

Ray is a unified framework for scaling AI and Python applications with distributed computing and ML libraries.

41.6K
Active
Python
ML Ops
Containerization
Python
#distributed-computing#ml-ops#ai-framework

d2l-ai/d2l-en

Interactive deep learning book with code and math

28.4K
Archived
Python
Computer Vision
Books & Guides
Jupyter
#deep-learning#machine-learning#computer-vision

microsoft/nni

An open-source AutoML toolkit for automating the machine learning lifecycle, including feature engineering, neural architecture search, and hyperparameter tuning.

14.3K
Archived
Python
ML Ops
PyTorch
#automated-machine-learning#automl#hyperparameter-tuning

optuna/optuna

Optuna is a hyperparameter optimization framework that enables efficient and scalable model tuning for machine learning.

13.6K
Active
Python
Hyperparameter Optimization
Python
#machine-learning#hyperparameter-tuning#distributed

wandb/wandb

The AI developer platform to train and fine-tune models, and manage models from experimentation to production.

10.9K
Active
Python
ML Ops
PyTorch
#ai#machine-learning#model-versioning

autogluon/autogluon

Fast and accurate machine learning framework that can build models in just 3 lines of Python code.

10.1K
Active
Python
ML Ops
PyTorch
#automated-machine-learning#computer-vision#tabular-data

EpistasisLab/tpot

A Python Automated Machine Learning tool that optimizes ML pipelines using genetic programming.

10.0K
Stable
Jupyter Notebook
AutoML
scikit-learn
#automated-machine-learning#hyperparameter-optimization#model-selection

skypilot-org/skypilot

Easily run, manage, and scale AI workloads on any infrastructure using a unified platform.

9.5K
Active
Python
ML Ops
Python
#cloud-computing#cloud-management#cost-optimization

keras-team/autokeras

AutoKeras is an open-source AutoML library for deep learning that automates the model selection and hyperparameter tuning process.

9.3K
Stable
Python
AutoML
Keras
#deep-learning#neural-networks#automated-model-selection

automl/auto-sklearn

Automated Machine Learning with scikit-learn

8.1K
Active
Python
React
#automated-machine-learning#hyperparameter-tuning#metalearning

hyperopt/hyperopt

Distributed Asynchronous Hyperparameter Optimization in Python for machine learning models.

7.6K
Active
Python
ML Ops
CLI Tools
Python
#hyperparameter-optimization#distributed-computing#machine-learning

microsoft/FLAML

A fast library for AutoML and hyperparameter tuning that can be used for various machine learning tasks.

4.3K
Active
Jupyter Notebook
Automated Machine Learning
Machine Learning
Jupyter Notebook
#automated-machine-learning#hyperparameter-optimization#tabular-data

polyaxon/polyaxon

Polyaxon is an MLOps platform for managing and orchestrating the machine learning lifecycle.

3.7K
Active
MLOps
API Frameworks
Kubernetes
#machine-learning#mlops#kubernetes

mljar/mljar-supervised

An AutoML Python package for tabular data with feature engineering, hyperparameter tuning, and automatic documentation.

3.2K
Experimental
Python
ML Ops
Databases
Python
#automated-machine-learning#automl#tabular-data

determined-ai/determined

Determined is an open-source machine learning platform for distributed training, hyperparameter tuning, and resource management.

3.2K
Experimental
Go
PyTorch
#machine-learning#open-source#distributed-training

keras-team/keras-tuner

Keras Tuner is a hyperparameter optimization library that helps developers find the best neural network architecture and hyperparameters for their Keras models.

2.9K
Stable
Python
Hyperparameter Optimization
Testing
Keras
#automl#deep-learning#hyperparameter-tuning

DLR-RM/rl-baselines3-zoo

A framework for training Stable Baselines3 reinforcement learning agents with hyperparameter optimization.

2.7K
Stable
Python
Reinforcement Learning
CLI Tools
PyTorch
#reinforcement-learning#hyperparameter-optimization#robotics

automl/Auto-PyTorch

Automated architecture search and hyperparameter optimization for PyTorch models.

2.5K
Archived
Python
AutoML
ML Ops
PyTorch
#automl#hyperparameter-optimization#deep-learning

maxpumperla/hyperas

A Python library that provides a simple wrapper for hyperparameter optimization using Keras and Hyperopt.

2.2K
Archived
Python
ML Ops
CLI Tools
Keras
#hyperparameter-optimization#machine-learning#deep-learning

mlr-org/mlr

A comprehensive machine learning library for R, providing a unified interface to a wide range of algorithms.

1.7K
Stable
R
ML Ops
ORMs & Query Builders
#machine-learning#data-science#classification
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