~/talk

Learning to Rank, a Little

TalkinRussianat HighLoad++ Siberia 2018 · 2018-06-25..06-26· [machine-learning, data-science]
links:none on file
slides:none on file

Shows how to build a custom ranking formula for search results, train a simple machine‑learning model to produce ranking scores, and evaluate whether the resulting ranking works well. Uses a concrete example workflow covering formula design, basic ML training, and evaluation metrics/practices.

AI-written summary · about

  1. 0:00Introduction
  2. 12:25Ranking problem setup
  3. 22:56Metrics and data labeling
  4. 30:01Corpus creation and labeling
  5. 39:55Model training and results
  6. 44:10Errors and improvements
  7. 50:51Summary
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