Industry Applications
Real-world use cases of MLOps across sectors.
Chapter 65: MLOps in E-Commerce Applications: Product recommendations, dynamic pricing Tools: RecSys, Algolia Chapter 66: MLOps in Manufacturing Applications: Equipment failure prediction, defect detection IoT integration Chapter 67: MLOps in Media and Entertainment Applications: Streaming platforms, automated subtitles Tools: Netflix Metaflow, Spotify Luigi Chapter 68: MLOps in Public Sector Applications: Traffic management, policy analysis Challenges: Transparency, equity Chapter 69: ROI Calculation for ML Projects (New) Measuring business impact of ML deployments ROI frameworks and metrics [Cost-benefit analysis, stakeholder alignment]