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Dive into the world of data contracts and their crucial role in ensuring data quality for AI systems. Explore API-based agreements between data producers and consumers that capture schema, semantics, distribution, and enforcement policies. Learn how data contracts provide a collaborative platform using shared language, enable agile data model evolution, and allow for incremental data governance in AI and ML systems. Discover strategies for organizations to leverage data contracts in training Artificial Intelligence systems on trustworthy and well-governed datasets. This 56-minute session by Data Science Dojo offers valuable insights into establishing a gold standard for data quality in AI applications.
Syllabus
The Gold Standard: Data Quality and Data Contracts in AI
Taught by
Data Science Dojo