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Showing posts with label TensorWatch. Show all posts
Showing posts with label TensorWatch. Show all posts

Tuesday, August 06, 2019

Microsoft Makes AI Debugging Tool Open Source

And with similarities to Google's What-If tool, Microsoft has made its debugging tool open source.  Have not seen this one directly as yet,  but this is NOT a No-code solution, likely making it harder for management to understand.

Microsoft Open-Sources TensorWatch AI Debugging Tool   by Anthony Alford in InfoQ

Microsoft Research open-sourced TensorWatch, their debugging tool for AI and deep-learning. TensorWatch supports PyTorch as well as TensorFlow eager tensors, and allows developers to interactively debug training jobs in real-time via Jupyter notebooks, or build their own custom UIs in Python.

In a recent blog post, a research team led by Shital Shah announced the open-source release of TensorWatch. TensorWatch is a Python library for visualizing data from all phases of the deep-learning model-development cycle: from model structure, to training metrics, to explanation of model predictions. TensorWatch is designed to be used as an interactive tool in Jupyter notebooks or JupyterLab dashboards, but as a Python library it can also be included in custom tools and UIs. According to the development team:

"We like to think of TensorWatch as the Swiss Army knife of debugging tools with many advanced capabilities researchers and engineers will find helpful in their work."  ... " 

More from the MS Research Blog.