Amjad Raza, Ph.D.’s Post

understanding calculations behind transformers

Transformer by Hand ✍️  Make Your Own  👉 https://by-hand.ai/sp/tfmr Over the past few months, I've collaborated with several AI educators to customize my AI by Hand exercises. I am glad that my materials are being used and appreciated in many classrooms around the world! However, because the customization process is entirely by hand, sometimes my solution contains errors, only to be caught by students, which actually made me happy that students are paying attention. 😅 Lately, I have been thinking about developing a tool to let people create their own AI by Hand exercises, with custom numbers and solutions. After considering a range of technologies, I decided to use Google Sheets. My goal is to maximize reach and broaden access. Because this tool is still in the early stage, I would really appreciate your feedback!  Please leave a [COMMENT💬]! #transformer #aibyhand #deeplearning [REPOST♻️] so people in your network can discover and try this tool!

Great tool to learn about Transformer. It would be great to have the same approach used to describe GANs, Kolmogorov-Arnold networks.....

Tom Yeh's AI by Hand initiative is a fantastic way to revisit and master the fundamentals of attention models. By diving into these exercises, you can truly grasp how attention mechanisms power transformers, enhancing your understanding of this crucial AI component. #transformer #aibyhand #deeplearning #genai

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