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Deep Learning Tuning Playbook This is not an officially supported Google product. Varun Godbole†, George E. Dahl†, Justin Gilmer†, Christopher J. Shallue‡, Zachary Nado† † Google Research, Brain Team ‡ Harvard University Table of Contents Who is this document for? Why a tuning playbook? Guide for starting a new project Choosing the model architecture Choosing the optimizer Choosing the batch size Choosing the initial configuration A scientific approach to improving model performance The incremental...
Deep Learning Tuning Playbook This is not an officially supported Google product. Varun Godbole†, George E. Dahl†, Justin Gilmer†, Christopher J. Shallue‡, Zachary Nado† † Google Research, Brain Team ‡ Harvard University Table of Contents Who is this document for? Why a tuning playbook? Guide for starting a new project Choosing the model architecture Choosing the optimizer Choosing the batch size Choosing the initial configuration A scientific approach to improving model performance The incremental...