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Explainable Data-Centric AI

Offered By: Alan Turing Institute via YouTube

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Explainable AI Courses Machine Learning Courses AI Ethics Courses Data Engineering Courses Responsible AI Courses Data-Centric AI Courses

Course Description

Overview

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Explore the concept of Data-Centric AI (DCAI) in this 31-minute talk from the Alan Turing Institute's AIM RSF Open Invitation seminar series. Delve into the iterative, human-in-the-loop process involving complex patterns of data selection, engineering, and curation, as well as model training, testing, deployment, and monitoring. Discover how systematically recording end-to-end, data-to-AI patterns in detail is crucial for achieving explainability, reproducibility, accountability, and sustainability in AI systems. Learn about the next generation of robust, fair, and responsible AI systems with sustainable performance. Access accompanying slides for a comprehensive understanding of the topic.

Syllabus

Explainable Data Centric AI by Poalo Missier


Taught by

Alan Turing Institute

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