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Update chapter1 linear regression with google collab

Create linear-regression.py

Update README.md

Update README.md

updating chapter structure

Create moe.py

Update qwen3-283M-model.py

Create gqa.py

updating chapter12

updating chapter 10 name to transformer block

Create visualizing-swiglu-vs-gelu.py

Adding Book Image

Create rope.py

renaming chapter6 to chapter6-tokenizer