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ML System Design

Goals

  • Understand the critical role of system design in successful ML projects
  • Learn to bridge the gap between business needs and technical solutions
  • Develop skills to effectively communicate with stakeholders

Learning Outcomes

  • Differentiate ML System Design from traditional approaches
  • Create effective ML design documents
  • Set appropriate goals and metrics for ML projects
  • Decompose a business request into a set of smaller and better-defined problems

Outline

1. ML System Design Document

ML System Design Document

2. Implement ML System

Implement ML System

3. Reflection on ML System Design

Reflection on ML System Design