Daniel Tunkelang - Leading Search Consultant - Leveraging ML for query and content understanding

YouTube: https://www.youtube.com/watch?v=GyXggc4LNKITopics:00:00 Kick-off by Judy Zhu01:33 Introduction by Dmitry Kan and his bio!03:03 Daniel’s background04:46 “Science is the difference between instinct and strategy”07:41 Search as a personal learning experience11:53 Why do we need Machine Learning in Search, or can we use manually curated features?16:47 Swimming up-stream from relevancy: query / content understanding and where to start?23:49 Rule-based vs Machine Learning approaches to Query Understanding: Pareto principle29:05 How content understanding can significantly improve your search engine experience32:02 Available datasets, tools and algorithms to train models for content understanding38:20 Daniel’s take on the role of vector search in modern search engine design as the path to language of users45:17 Mystical question of WHY: what drives Daniel in the search space today49:50 Announcements from Daniel51:15 Questions from the audienceShow notes:[What is Content Understanding?. Content understanding is the foundation… | by Daniel Tunkelang | Content Understanding | Medium](https://medium.com/content-understanding/what-is-content-understanding-4da20e925974)Query Understanding: An Introduction https://queryunderstanding.com/introduction-c98740502103)Science as Strategy [YouTube](https://www.youtube.com/watch?v=dftt6Yqgnuw)Search Fundamentals course - https://corise.com/course/search-fundamentalsSearch with ML course - https://corise.com/course/search-with-machine-learningBooks:Faceted Search, by Daniel Tunkelang: https://www.amazon.com/Synthesis-Lectures-Information-Concepts-Retrieval/dp/1598299999Modern Information Retrieval: The Concepts and Technology Behind Search, by Ricardo Baeza-Yates: https://www.amazon.com/Modern-Information-Retrieval-Concepts-Technology/dp/0321416910/ref=sr11?qid=1653144684&refinements=p_27%3ARicardo+Baeza-Yates&s=books&sr=1-1Introduction to Information Retrieval, by Chris Manning: https://www.amazon.com/Introduction-Information-Retrieval-Christopher-Manning/dp/0521865719/ref=sr1fkmr0_1?crid=2GIR19OTZ8QFJ&keywords=chris+manning+information+retrieval&qid=1653144967&s=books&sprefix=chris+manning+information+retrieval%2Cstripbooks-intl-ship%2C141&sr=1-1-fkmr0Query Understanding for Search Engines, by Yi Chang and Hongbo Deng: https://www.amazon.com/Understanding-Search-Engines-Information-Retrieval/dp/3030583333