David Bau
davidbau
Northeastern professor in machine learning, interpretable deep networks, NLP and vision, ex-Googler. Believes that deep learning should be transparent.
Languages
Top Repositories
seeded random number generator for Javascript
Rewriting a Deep Generative Model, ECCV 2020 (oral). Interactive tool to directly edit the rules of a GAN to synthesize scenes with objects added, removed, or altered. Change StyleGANv2 to make extravagant eyebrows, or horses wearing hats.
Quick, visual, principled introduction to pytorch code through five colab notebooks.
Code for the Proceedings of the National Academy of Sciences 2020 article, "Understanding the Role of Individual Units in a Deep Neural Network"
Seeing what a GAN cannot generate. Visualizes and quantifies object classes within scenes that are outside the range of a GAN.
Repositories
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seeded random number generator for Javascript
An interactive HTML conformal map viewer.
Quick, visual, principled introduction to pytorch code through five colab notebooks.
Updated code for https://mandelbrot.page, an early HTML5 demo of the canvas element. See http://davidbau.com/archives/2009/09/27/mandelbrot.html
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Logit Lens Toolkit for NDIF and NNSight
Code for the Proceedings of the National Academy of Sciences 2020 article, "Understanding the Role of Individual Units in a Deep Neural Network"
Academic website at http://davidbau.com/research/
Example piece of research done from beginning to end: Mechanisms of Pun Awareness in LLMs
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Seeing what a GAN cannot generate. Visualizes and quantifies object classes within scenes that are outside the range of a GAN.
Extended pickling support for Python objects
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Serializing Python to JSON
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projects.baulab.info
Model interpretability and understanding for PyTorch
Rewriting a Deep Generative Model, ECCV 2020 (oral). Interactive tool to directly edit the rules of a GAN to synthesize scenes with objects added, removed, or altered. Change StyleGANv2 to make extravagant eyebrows, or horses wearing hats.
The Structure and Interpretation of Deep Networks Handbook
Unified Concept Editing website
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Test project
Resilience in AI
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The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.