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MLOps + Cloud Deploy (AWS-First)
19 lessons
1. M0 — Reproducibility + Docker
Video lesson
1. Reproducibility + Docker
12m
Reading
2. Reproducibility Checklist + Pinning
25m
Assignment
3. Quiz: Repro + Docker
20m
2. M1 — FastAPI Serving + Smoke Tests
Video lesson
1. FastAPI Serving (/health, /predict, Schemas)
15m
Reading
2. Schema Validation + Smoke Tests
25m
Assignment
3. Quiz: Serving
20m
3. M2 — Experiment Tracking + Registry
Video lesson
1. Experiment Tracking (MLflow-or-Equivalent)
5m
Project submission
2. Registry + Run-Comparison Report
4. M3 — CI/CD Basics
Reading
1. CI/CD Basics (Lint + Test + Build)
25m
Assignment
2. Quiz: Tracking + CI/CD
20m
5. M4 — Monitoring/Drift + K8s Reading
Video lesson
1. Monitoring / Drift (Latency, Errors, PSI-Style)
10m
Reading
2. K8s Reading-Level (Deployment/Service YAML)
25m
Assignment
3. Quiz: Monitoring + K8s Reading + Exit (25Q / 45 min / pass-75)
45m
6. M5 — Cloud Deploy + Flagship
Reading
1. Cloud Deploy (AWS-First + GCP Parity Notes)
30m
Reading
2. Warehouse Reads (BQ/Snowflake Free Tiers)
25m
Project submission
3. Capstone: Flagship Deployed Pipeline
Project submission
4. Reproducibility Proof (Cold-Clone -> Build -> Smoke)
Project submission
5. Capstone Defense: Monitoring + Postmortem
Reading
6. [UNPUBLISHED DRAFT] Flagship Deployed E2E MLOps Brief
15m
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M1 — FastAPI Serving + Smoke Tests
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Quiz: Serving
Back to M1 — FastAPI Serving + Smoke Tests
Quiz: Serving
10 scenario MCQs, Bloom 3-4, gate >= 80.
20 minutes
Assignment
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