Pragmatic Solution Design for Entry-Level ML Engineers: Prioritizing Simplicity in Production Systems
Master the art of building robust, maintainable, and cost-effective ML systems by embracing simplicity and pragmatic design principles from the ground up.
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Foundations of Pragmatic ML System Design
Unit 1: The Production ML Landscape
Unit 2: Sources of Complexity in ML Systems
Unit 3: The Value of Simplicity
Applying Simplicity Heuristics in ML System Architecture