Search Results for author: J. M. Ritchie

Found 4 papers, 4 papers with code

SMASH: One-Shot Model Architecture Search through HyperNetworks

1 code implementation ICLR 2018 Andrew Brock, Theodore Lim, J. M. Ritchie, Nick Weston

Designing architectures for deep neural networks requires expert knowledge and substantial computation time.

Neural Architecture Search

FreezeOut: Accelerate Training by Progressively Freezing Layers

2 code implementations15 Jun 2017 Andrew Brock, Theodore Lim, J. M. Ritchie, Nick Weston

The early layers of a deep neural net have the fewest parameters, but take up the most computation.

Neural Photo Editing with Introspective Adversarial Networks

1 code implementation22 Sep 2016 Andrew Brock, Theodore Lim, J. M. Ritchie, Nick Weston

The increasingly photorealistic sample quality of generative image models suggests their feasibility in applications beyond image generation.

Image Generation

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