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IT: Artificial Intelligence & Data
Foundations of Modern ML Systems
Curriculum
1 Section
9 Lessons
30 hours
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Unit 1 — Foundations of Modern ML Systems
9
1.1
Data Science Is Diverging from Business Intelligence
20 mins
1.2
From CRISP-DM to Modern, Multicomponent ML Systems
20 mins
1.3
The Emergence of LLMs Has Increased ML’s Power and Complexity
20 mins
1.4
What You Can Expect from This Book
20 mins
1.5
Components of a YouTube Search Agent
20 mins
1.6
Principles of a Production Machine Learning System
20 mins
1.7
The Emergence of Foundation Models
20 mins
1.8
The Role of Off-the-Shelf Components
20 mins
1.9
The Data-Driven Approach
20 mins
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