https://www.alpdemirel.com/tag/research/ResearchWowchemy (https://wowchemy.com)en-usMon, 01 Jan 2024 00:00:00 +0000https://www.alpdemirel.com/media/logo_hu2449f415f4eb650b3b77b59ef2da7aad_13894_300x300_fit_lanczos_3.pnghttps://www.alpdemirel.com/tag/research/https://www.alpdemirel.com/project/oss-ml/Mon, 01 Jan 2024 00:00:00 +0000https://www.alpdemirel.com/project/oss-ml/<p>Reference implementations of self-supervised learning architectures. Each repo ships first; the writeup follows the working code.</p> <ul> <li> <p><strong>I-JEPA from scratch</strong> — <a href="https://github.com/Alpsource/Visual-Representation-Learning-JEPA" target="_blank" rel="noopener">GitHub</a> · <a href="https://medium.com/towards-artificial-intelligence/i-built-i-jepa-from-scratch-and-it-beat-my-own-mae-with-a-frozen-encoder-75a921391e49" target="_blank" rel="noopener">Towards AI write-up</a></p> </li> <li> <p><strong>Masked Autoencoders (MAE)</strong> — <a href="https://github.com/Alpsource/Visual-Representation-Learning-MAE" target="_blank" rel="noopener">GitHub</a> · <a href="https://medium.com/towards-artificial-intelligence/why-i-built-a-masked-autoencoder-mae-from-scratch-and-how-you-can-too-06971b5a8d34" target="_blank" rel="noopener">Towards AI write-up</a></p> </li> <li> <p><strong>Semantic Anomaly Distillation</strong> — real-time traffic accident detection via cross-resolution knowledge distillation — <a href="https://github.com/Alpsource/Semantic-Anomaly-Distillation" target="_blank" rel="noopener">GitHub</a> · <a href="https://medium.com/towards-artificial-intelligence/how-i-built-a-real-time-traffic-accident-detector-running-at-100-fps-and-improved-recall-by-4-3e53b8c8858c" target="_blank" rel="noopener">Towards AI write-up</a></p> </li> </ul>