/cockpit

A Practical Debugging Tool for Training Deep Neural Networks

Primary LanguagePythonMIT LicenseMIT

cockpit

A Practical Debugging Tool for Training Deep Neural Networks

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01_basic_fmnist

02_advanced_fmnist 03_deepobs

pip install 'git+https://github.com/f-dangel/cockpit.git'

Cockpit is a visual and statistical debugger specifically designed for deep learning. Training a deep neural network is often a pain! Successfully training such a network usually requires either years of intuition or expensive parameter searches involving lots of trial and error. Traditional debuggers provide only limited help: They can find syntactical errors but not training bugs such as ill-chosen learning rates. Cockpit offers a closer, more meaningful look into the training process with multiple well-chosen instruments.


Installation

To install Cockpit simply run

pip install 'git+https://github.com/f-dangel/cockpit.git'