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.
Tuesday, August 06, 2019
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