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Classroom Contents
Maximizing the Potential of Documents, NLP, and AI - Technical and Non-technical Challenges
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- 1 Intro
- 2 Four challenges facing Al teams at SEEK
- 3 About me
- 4 About SEEK's data
- 5 About AIPS
- 6 How my team helps hirers and candidates
- 7 Job data
- 8 Candidate data
- 9 Structured "bag of tags" representations
- 10 Unstructured vector space representations
- 11 Many expectations of Al
- 12 Delivering innovative Al services
- 13 Delivering FAT Al services
- 14 Talent Search using using Elastic ANN
- 15 Iterative development of a new Al service
- 16 Product science at SEEK
- 17 Many models, many pipelines?
- 18 Market-adapted model training
- 19 Cross-squad knowledge sharing
- 20 Cross-squad model sharing with Python
