Dataset Creation and Curation - Christiaan Swart

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/
• Twitter: https://twitter.com/swartchris8/

ML Zoomcamp: https://github.com/alexeygrigorev/mlbookcamp-code/tree/master/course-zoomcamp

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