| Week | Milestone | |------|-----------| | 1‑2 | – Identify all interaction events, define schema, set up Kafka topics. | | 3‑4 | Feature Store Prototype – Implement Redis cache + Cassandra tables; ingest historic logs. | | 5‑6 | Model Development – Build baseline CF (ALS) and CB (TF‑IDF + embeddings). Run offline validation. | | 7 | API Layer – Deploy a sandbox Recommendation Service (GET /demo/uid ) with static scoring. | | 8‑9 | Front‑End Widgets – Add carousel component in React/Flutter; integrate with demo API. | | 10 | A/B Test Framework – Wire up Optimizely experiment to switch between “baseline” and “PRE”. | | 11 | Performance & Load Testing – Verify ≤ 50 ms latency at 10k QPS, autoscaling rules. | | 12 | Go‑Live (Beta) – Enable for 5 % of traffic, collect metrics, iterate on α/β/γ weights. |
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| KPI | Baseline | Target (after TP‑RE) | |-----|----------|----------------------| | Avg. Session Duration | 12 min | 15‑18 min | | Monthly Active Users (MAU) | 1.2 M | +8 % | | Premium Conversion Rate | 2.4 % | 2.8‑3.0 % | | Ad CPM (Targeted slots) | $2.10 | $2.65 (+26 %) | | Content Consumption (Hours) | 9 M hrs | +22 % |
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