notebooks

Notebooks (legacy — 2019)

These are the original SageMaker artifacts, kept for reference and for the blog post's before/after comparison:

• Wine In A Million.ipynb — the original walkthrough
• src/embeddings_script.py — SageMaker job that embedded reviews and wrote embeddings.csv.gz to S3
• src/nn_script.py — SageMaker job that fit a scikit-learn NearestNeighbors model over those embeddings

The 2026 rewrite replaces all of this with a single LanceDB table on object storage plus a FastAPI service. See ../backend/ and the root README.md.