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ENAS-Keras

Keras implementation of Efficient Neural Architecture Search

STILL DEVELOPING

  • ALMOST DONE: CNN micro search implementation (now testing)
  • TODO: RNN cell search
  • TODO: CNN macro search

Prerequisites

  • Python 3.6+
  • Keras 2.1.5+
  • Tensorflow 1.0.1+

Recommended

  • GPU

Micro search

Run either ENAS_Keras_CIFAR10.py or ENAS_Keras_CIFAR10.ipynb on Jupyter Notebook to micro search CNN cells using Cifar10 dataset. Run either ENAS_Keras_MNIST.py or ENAS_Keras_MNIST.ipynb on Jupyter Notebook to micro search CNN cells using MNIST dataset.

Files

.
├── ENAS_Keras_CIFAR10.ipynb
├── ENAS_Keras_CIFAR10.py
├── ENAS_Keras_MNIST.ipynb
├── ENAS_Keras_MNIST.py
├── ENAS.py
├── __init__.py
└── src
    ├── child_network_micro_search.py
    ├── controller_network.py
    ├── __init__.py
    ├── keras_utils.py
    └── utils.py

Other implementations

Reference

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