Awesome
Online Representation Learning on the Open Web
- This repository was created by Ellis Brown and contains the full source code to produce my master's thesis document.
- The thesis defense can be viewed on YouTube. Slides are available here.
Publications behind this thesis
Some of the content here is behind these publications:
<table class="table table-hover"> <tr> <td> <strong>Internet Explorer: Targeted Representation Learning on the Open Web</strong><br /> Alexander C. Li*, <strong>Ellis Brown*</strong>, Alexei A. Efros, Deepak Pathak<br /> <!-- NeurIPS 2019<br /> --> [1] [<a href="https://internet-explorer-ssl.github.io/" target="_blank">web</a>] [<a href="https://arxiv.org/abs/2302.14051" target="_blank">arXiv</a>] [<a href="https://internet-explorer-ssl.github.io/static/docs/InternetExplorer.pdf" target="_blank">pdf</a>] [<a href="https://github.com/internet-explorer-ssl/internet-explorer" target="_blank">code</a>] <br /> </td> </tr> <tr> <td> <strong>Your Diffusion Model is Secretly a Zero-Shot Classifier</strong><br /> Alexander C. Li, Mihir Prabhudesai, Shivam Duggal, <strong>Ellis Brown</strong>, and Deepak Pathak<br /> [2] [<a href="https://diffusion-classifier.github.io/" target="_blank">web</a>] [<a href="https://arxiv.org/abs/2303.16203" target="_blank">arXiv</a>] [<a href="https://diffusion-classifier.github.io/static/docs/DiffusionClassifier.pdf" target="_blank">pdf</a>] [<a href="https://github.com/diffusion-classifier/diffusion-classifier" target="_blank">code</a>] <br /> </td> </tr> </table>The experimental source code and libraries produced for this thesis are freely available as open source software and are available in the following repository.
- internet-explorer-ssl/internet-explorer — Internet Explorer explores the web in a self-supervised manner to progressively find relevant examples that improve performance on a desired target dataset.
- ellisbrown/google-images-download — Download images from Google Images.
- ellisbrown/IN100 — Code to generate an ImageNet-100 subset using symlinks to an existing ImageNet installation.
- This repository started from Brandon Amos's great thesis repo, which was based on Cyrus Omar's thesis code, which, in turn, was based on a CMU thesis template by David Koes and others before.
The BibTeX for this document is:
@mastersthesis{brown2023online,
author = {Ellis Brown},
title = {Online Representation Learning on the Open Web},
school = {Carnegie Mellon University},
year = 2023,
month = May,
}