Fine-tuning
Safe and Efficient Multi-Epoch Embedding Training
Our short summary of Pinterest’s engineering write-up. The full story, with all the detail, is on their blog.
Read the full write-up on medium.com (opens in a new tab)Problem
Fine‑tuning embeddings for only one epoch limited model quality on fresh data.
Solution
Created a multi‑epoch training pipeline that pre‑trains ID embeddings with a contrastive objective and then fine‑tunes them safely, avoiding memorization.
Want the architecture, code and numbers? They’re in the original post.
Read the full write-up on medium.com (opens in a new tab)