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00:00 Intro
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Classroom Contents
Inside GPT - The Maths Behind the Magic
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- 1 00:00 Intro
- 2 06:00 Model API architecture
- 3 07:37 GPT sequence prediction
- 4 08:49 Variable length
- 5 11:13 Sequence order
- 6 11:28 Long-term dependencies
- 7 12:06 Prompt engineering
- 8 13:11 Retrieval Augmented Generation RAG
- 9 15:14 Demo: ChatGPT2
- 10 20:25 Processing text
- 11 24:22 English is the new programming language
- 12 29:14 Heteronyms
- 13 34:14 Demo: Language tokenization
- 14 34:46 Word/token vectorization/embedding
- 15 35:52 Euclidean vs Cosine similarity
- 16 37:32 Transformer architecture
- 17 40:23 Attention example
- 18 41:03 Outro
