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YouTube

The Gold Standard - Data Quality and Data Contracts in AI

Data Science Dojo via YouTube

Overview

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This session explains how data contracts capture data schema, semantics, distributions, and enforcement policies so producers and consumers can collaborate on quality. It discusses applying governance incrementally and monitoring datasets used to train AI and machine learning systems.

Syllabus

– Intro
– Evangelist
– What happens if the data quality is low?
– Complex data
– Causes of low-quality data
– The data contract
– Enforcement mechanism
– Contract pipeline
– Monitoring
– QnA

Taught by

Data Science Dojo

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