Model Monitoring Articles

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8/6/2026 • EN

AI Business Value Drift: When Model Quality Holds but the ROI Quietly Disappears

Explores how AI ROI can decline in production despite stable model quality, advocating for a living AI value contract to track business case validity.

AI Roi AI Value Drift Business Case Cost Tracking Model Monitoring

Paul Bryant

7/18/2022 • EN

Thoughts on ML Engineering After a Year of my PhD

A PhD student reflects on the complexities of ML engineering, distinguishing between Task MLEs and Platform MLEs, and shares practical lessons from production systems.

Data Engineering Machine Learning Lifecycle ML Engineering Model Monitoring Production Pipelines

Shreya Shankar

12/13/2021 • EN

The Modern ML Monitoring Mess: Categorizing Post-Deployment Issues (2/4)

Analyzes post-deployment ML issues and categorizes them to advocate for better monitoring tools, using Zillow's case as an example.

Machine Learning Mlop Model Monitoring production software engineering

Shreya Shankar

Model Monitoring Articles

AI Business Value Drift: When Model Quality Holds but the ROI Quietly Disappears

Thoughts on ML Engineering After a Year of my PhD

The Modern ML Monitoring Mess: Categorizing Post-Deployment Issues (2/4)

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