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We also think there should be more Ablation Studies in deep learning research. To make it easier, we are working on automating the process of disabling componen
by moritzmeister 6y ago
We also think there should be more Ablation Studies in deep learning research. To make it easier, we are working on automating the process of disabling components of models with a framework called Maggy. Pass in your Keras Model and specify which layes/components to mask out and we will generate all models and train them in parallel.
https://databricks.com/session_eu20/parallel-ablation-studies-for-machine-learning-with-maggy-on-apache-spark https://databricks.com/session_eu20/parallel-ablation-studie...
https://github.com/logicalclocks/maggy https://github.com/logicalclocks/maggy