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Podcast: DataTalks.Club
Episode: Dataset Creation and Curation - Christiaan Swart
Description: We talked about:
Christiaan’s background
Usual ways of collecting and curating data
Getting the buy-in from experts and executives
Starting an annotation booklet
Pre-labeling
Dataset collection
Human level baseline and feedback
Using the annotation booklet to boost annotation productivity
Putting yourself in the shoes of annotators (and measuring performance)
Active learning
Distance supervision
Weak labeling
Dataset collection in career positioning and project portfolios
IPython widgets
GDPR compliance and non-English NLP
Finding Christiaan online
Links:
My personal blog: https://useml.net/
Comtura, my company: https://comtura.ai/
LI: https://www.linkedin.com/in/christiaan-swart-51a68967/
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