autokeras

Overview

AutoKeras is an open-source AutoML library for deep learning built on Keras. It automates neural architecture search and hyperparameter tuning to find optimal models for given datasets.

Best for

Best for
Developers who want to quickly build deep learning models without extensive manual tuning

Use cases

• Automating neural network architecture search
• Hyperparameter optimization for deep learning models
• Rapid prototyping of deep learning models without manual tuning

Notes

AutoKeras is an open-source AutoML library for deep learning built on Keras. It automates neural architecture search and hyperparameter tuning to find optimal models for given datasets.

9,312 stars on GitHub. Last updated 2025-11-25. Licensed Apache-2.0.

Use cases

• Automating neural network architecture search
• Hyperparameter optimization for deep learning models
• Rapid prototyping of deep learning models without manual tuning

Pros

• Simplifies deep learning model selection
• Integrates seamlessly with Keras
• Open-source with strong community support

Cons

• Limited to Keras/TensorFlow backend
• May not match hand-tuned models for complex tasks
• Computationally expensive for large datasets

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