What is a transformer model? (2022)
Some other good resources:<p>[0]: The original paper: <a href="https://arxiv.org/abs/1706.03762" rel="nofollow noreferrer">https://arxiv.org/abs/1706.03762</a><p>[1]: Full walkthrough for building a GPT from Scratch: <a href="https://www.youtube.com/watch?v=kCc8FmEb1nY">https://www.youtube.com/watch?v=kCc8FmEb1nY</a><p>[2]: A simple inference only implementation in just NumPy, that's only 60 lines: <a href="https://jaykmody.com/blog/gpt-from-scratch/" rel="nofollow noreferrer">https://jaykmody.com/blog/gpt-from-scratch/</a><p>[3]: Some great visualizations and high-level explanations: <a href="http://jalammar.github.io/illustrated-transformer/" rel="nofollow noreferrer">http://jalammar.github.io/illustrated-transformer/</a><p>[4]: An implementation that is presented side-by-side with the original paper: <a href="https://nlp.seas.harvard.edu/2018/04/03/attention.html" rel="nofollow noreferrer">https://nlp.seas.harvard.edu/2018/04/03/attention.html</a>