~/lightning

Hello LTR

Lightningat Berlin Buzzwords 2020 · 2020-06-07..06-12· [data-science]
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A set of Jupyter notebooks and a client library that take TMDB or MS MARCO data through feature logging, training, deployment and search on Solr/Elasticsearch using Docker Compose and Jupyter. It trains a linear model with SVM rank on features like BM25 title and overview, returns learned weights (title weight dominates), uploads a Solr linear model with per-feature mean/std (title mean 2.65 std 4.34), and shows the model works but is biased toward title matches.

AI-written summary · about

  1. 0:00Introduction to Hello LTR
  2. 1:13Project overview and setup
  3. 3:00Purpose of Hello LTR
  4. 4:03Learning to Rank workflow demo
  5. 11:14Conclusion and Q&A
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