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.

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

Unit 1: Foundational Simplicity Heuristics

Unit 2: Simplifying ML System Components

Unit 3: Architecting for Simplicity