~/talk

Using Machine Learning to Generate Structured Snippets

TalkinRussianat РИТ++ 2017 · 2017-06-05..06-06· [machine-learning]
name:N.Spirin
links:none on file
slides:none on file

Describes using machine learning to generate structured snippets for search results to improve relevance despite language ambiguity and user preference variability. Covers problems where relevant items can appear anywhere in results and outlines ML approaches to detect and surface structured, high-relevance snippets for users.

AI-written summary · about

  1. 0:00Introduction
  2. 5:51Job search snippets problem
  3. 11:51User research insights
  4. 17:07Automated data labeling
  5. 24:37Model training
  6. 30:20Generating snippets
  7. 33:10A/B test results
  8. 37:26Summary
  9. 40:18Q&A
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.