Text By the Bay 2015: Vlad Giverts, Learning The Semantics of Millions of Entities

preview_player
Показать описание
-----

What do "Software Developer", "MTS", and "Code Monkey" have in common? No, it's not the start to a bad joke. It's actually a situation where many unique entities turn out to have a small number of distinct semantics. This talk will present new techniques for mapping millions of such entities into a common semantic space with just a few thousand labels. We'll discuss how these techniques have been applied to job titles, skills, majors, and degrees to build candidate recommendation systems.

Vlad is a Sr Director at Workday responsible for building prediction and recommendation systems for the company's cloud HR and Financial Management products. He was previously CTO at Identified, a data and analytics startup, which was acquired by Workday in early 2014. Vlad holds a Bachelor's in Computer Science from UC Berkeley.
  1. FunctionalTV
  2. tbtb
  3. text by the bay
  4. 2015
  5. Semantics (Field Of Study)
Рекомендации по теме
Text By the 0:45:14

Text By the Bay 2015: Richard Socher, Deep Learning for Natural Language Processing

Text By the 0:24:13

Text By the Bay 2015: Mike Tamir, Classifying Text without (many) Labels

Text By the 0:44:30

Text By the Bay 2015: Mark Liberman, Keynote Address: Now is the Golden Age of Text Analysis

Text By the 0:17:16

Text By the Bay 2015: Nima Sarshar, Using Big Data to Identify the World's Top Experts

Text By the 0:45:24

Text By the Bay 2015: Chris Moody, A Word is Worth a Thousand Vectors

Text By the 0:37:34

Text By the Bay 2015: Jean Sini, Keynote: Text(ing): The Rebirth

Text By the 0:30:20

Text By the Bay 2015: Jacek Ambroziak, TopicStream

Text By the 0:41:12

Text By the Bay 2015: Shourabh Rawat, Organizing Real Estate Photo Collections with Deep Learning

Text By the 0:40:47

Text By the Bay 2015: Kang Sun, Teaching Machines to Read for Fun and Profit

Text By the 0:54:18

Text By the Bay 2015: Lyle Ungar, Measuring Well-Being Using Social Media

Text By the 0:53:34

Text By the Bay 2015: Business of Text Panel Discussion

Text By the 0:35:23

Text By the Bay 2015: Samiur Rahman, Practical NLP Applications of Deep Learning

Text By the 0:18:39

Text By the Bay 2015: David Murgatroyd, Identity Resolution in the Sharing Economy

Text By the 0:32:28

Text By the Bay 2015: Sudeep Das, Learning From the Diner's Experience

Text By the 0:43:13

Text By the Bay 2015: Omar Alonso, Label Quality in the Era of Big Data

Text By the 0:20:26

Text By the Bay 2015: Dave Holtz, Increasing Honesty in Airbnb Reviews

Text By the 0:40:15

Text By the Bay 2015: Stephen Merity, A Web Worth of Data: Common Crawl for NLP

Text By the 0:40:09

Text By the Bay 2015: Nikita Ivanov, Human Curated Linguistics - technology for Cognitive Analytics

Text By the 1:01:33

Text By the Bay 2015: Science Panel

Text By the 0:22:08

Text By the Bay 2015: Dmitri Gusev, Extended Swadesh List

Text By the 0:22:03

Text By the Bay 2015: Varun Ganapathi, How Terminal makes Machine Learning Fast and Fun

Text By the 0:23:42

Text By the Bay 2015: Seth Redmore, Transforming a Recommender Algorithm into a Multi-lingual Parser

Text By the 0:25:41

Text By the Bay 2015: Katrin Tomanek, Transforming Unstructured Offer Titles

Text By the 0:20:01

Text By the Bay 2015: James Earl Douglas, Discovering Knowledge in Linked Data