Vision Transformer from Scratch


Curriculum for the course Vision Transformer from Scratch

Vision Transformers (ViTs) are reshaping computer vision by bringing the power of self-attention to image processing. In this tutorial you will learn how to build a Vision Transformer from scratch. By the end of the course, you'll have a deeper understanding of how AI models process visual data. Course developed by @tungabayrak9765. 💻 Code: https://colab.research.google.com/drive/1Q6bfCG5UZ7ypBWft9auptcD4Pz5zQQQb?usp=sharing#scrollTo=1EaWO-aNOk3v ⭐️ Contents ⭐️ (0:00:00) Intro to Vision Transformer (0:03:48) CLIP Model (0:08:16) SigLIP vs CLIP (0:12:09) Image Preprocessing (0:15:32) Patch Embeddings (0:20:48) Position Embeddings (0:23:51) Embeddings Visualization (0:26:11) Embeddings Implementation (0:32:03) Multi-Head Attention (0:46:19) MLP Layers (0:49:18) Assembling the Full Vision Transformer (0:59:36) Recap ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp 🎉 Thanks to our Champion and Sponsor supporters: 👾 Drake Milly 👾 Ulises Moralez 👾 Goddard Tan 👾 David MG 👾 Matthew Springman 👾 Claudio 👾 Oscar R. 👾 jedi-or-sith 👾 Nattira Maneerat 👾 Justin Hual -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

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