From 7dc61f1deb3a68c9c0d599d2b32ef93b0b90b422 Mon Sep 17 00:00:00 2001 From: Clara Huiyi Hu Date: Thu, 10 Dec 2020 19:52:32 +0000 Subject: [PATCH] Releasing illustrative colab for ensemble_loss_landscape. PiperOrigin-RevId: 346832894 --- README.md | 2 ++ ensemble_loss_landscape/README.md | 12 ++++++++++++ ...ts.ipynb => cifar10_medium_cnn_experiments.ipynb} | 0 3 files changed, 14 insertions(+) create mode 100644 ensemble_loss_landscape/README.md rename ensemble_loss_landscape/{Release_cifar10_medium_cnn_experiments.ipynb => cifar10_medium_cnn_experiments.ipynb} (100%) diff --git a/README.md b/README.md index 5183689..405c1e1 100644 --- a/README.md +++ b/README.md @@ -59,6 +59,8 @@ https://deepmind.com/research/publications/ * [Graph Matching Networks for Learning the Similarity of Graph Structured Objects](graph_matching_networks), ICML 2019 * [REGAL: Transfer Learning for Fast Optimization of Computation Graphs](regal) +* [Deep Ensembles: A Loss Landscape Perspective](ensemble_loss_landscape) + diff --git a/ensemble_loss_landscape/README.md b/ensemble_loss_landscape/README.md new file mode 100644 index 0000000..aae5a90 --- /dev/null +++ b/ensemble_loss_landscape/README.md @@ -0,0 +1,12 @@ +# Accompanying code for Deep Ensemble: A Loss Landscape Perspective + +[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/deepmind/deepmind_research/blob/master/ensemble_loss_landscape/cifar10_medium_cnn_experiments.ipynb) + +The Colab notebook `cifar10_medium_cnn_experiments.ipynb` illustrates the CIFAR-10 +experiments in the paper: + +[Deep Ensembles: A Loss Landscape Perspective](https://arxiv.org/abs/1912.02757) +by Stanislav Fort, Huiyi Hu and Balaji Lakshminarayanan + +These experiments investigate the effects of ensembling and variational Bayesian +methods, please see the paper for more details. diff --git a/ensemble_loss_landscape/Release_cifar10_medium_cnn_experiments.ipynb b/ensemble_loss_landscape/cifar10_medium_cnn_experiments.ipynb similarity index 100% rename from ensemble_loss_landscape/Release_cifar10_medium_cnn_experiments.ipynb rename to ensemble_loss_landscape/cifar10_medium_cnn_experiments.ipynb