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Tune-Up Your Knowledge: A Beginner's Journey Under the Hood of Search Engines
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pyohio_2025
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Marks
Author(s):
Eddie Mitchell
Location
Ballroom D
Date
jul Sat 26
Days Raw Files
Start
15:00
First Raw Start
14:53
Duration
00:30:00
Offset
0:06:20
End
15:30
Last Raw End
15:53
Chapters
00:00
0:23:03
Total cuts_time
28 min.
https://www.pyohio.org/2025/program/talks/tune-up-your-knowledge
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Description:
Many people drive their cars around all day and never look under the hood. Likewise, search is used every day, millions of times, with very little thought for how those results appear on your device. While I can't build a car engine from scratch (yet), I can build a search engine! (mostly). In this talk, we'll take a beginner-friendly approach to discussing how search engines work under the hood while building one from scratch in Python along the way. We'll discuss some history of search, demonstrate common data structures that make search engines fast and effective, and review how we can get results in a meaningful order. We'll also take a high-level look at machine learning models and how vector embeddings can easily understand similarity and influence search results. This talk is for those interested in taking a beginner's peek under the hood to understand some of the techniques used. No prior experience with information retrieval required—just bring your curiosity about what really happens when you type a query into that search bar.
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production notes
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