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ML Scenarios

Notes on ML Scenarios for ML platform / Applied AI interview preparation. The file index below shows what's in scope; click through to the individual notes for the depth.

Interview talking points

  • This is a sub-topic under Ground-Truth-Evolution. See the parent for the broader interview framing.

Files in this folder

File Title
00-ml-scenarios-index.md ML Scenarios — Index
01-recommendation-label-decay.md ML Scenario 01 — Recommendation Label Decay
02-sentiment-classifier-domain-shift.md ML Scenario 02 — Sentiment Classifier Domain Shift
03-search-ranking-ui-redesign.md ML Scenario 03 — Search Ranking Invalidated by UI Redesign
04-spam-review-adversarial-evolution.md ML Scenario 04 — Spam / Abuse Review Detection: Adversarial Label Expiry
05-demand-forecasting-promo-distortion.md ML Scenario 05 — Demand Forecasting and Promotional Distortion
06-absa-aspect-emergence.md ML Scenario 06 — ABSA Aspect Emergence
07-embedding-category-expansion.md ML Scenario 07 — Embedding Model and Category Expansion
08-cover-art-style-drift.md ML Scenario 08 — Cover Art Style Drift

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