MLOps + Cloud Deploy (AWS-First)
Ship ML like software: Docker reproducibility, FastAPI serving with smoke tests, experiment tracking + registry, CI/CD build gates, monitoring/drift with K8s reading literacy, and a flagship deployed pipeline on a free-tier cloud with cold-clone reproducibility proof. AWS-first with GCP parity notes.
6 weeks
6 modules, 19 lessons
0
~6 hours
100% Free Structured Micro Course
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Course Curriculum
M0 — Reproducibility + DockerFREE PREVIEW
Pinning, .dockerignore, cold-clone builds, and the 8-item reproducibility checklist the flagship re-uses.
M1 — FastAPI Serving + Smoke TestsFREE PREVIEW
/health + /predict serving with pydantic validation and 5 containerized smoke tests.
M2 — Experiment Tracking + RegistryFREE PREVIEW
MLflow-or-equivalent run logging, run comparison, promoted model cards.
M3 — CI/CD BasicsFREE PREVIEW
Lint -> test -> build -> smoke pipeline with branch protections and a binding build gate.
M4 — Monitoring/Drift + K8s ReadingFREE PREVIEW
Latency/error + PSI-style drift dashboards, alert rules, Deployment/Service reading literacy.
M5 — Cloud Deploy + FlagshipFREE PREVIEW
Free-tier cloud deploy (AWS-first/GCP parity), warehouse reads, flagship pipeline + reproducibility proof + postmortem.
Ready to Master MLOps + Cloud Deploy (AWS-First)?
All videos, lessons, and practice exercises are 100% free with zero gatekeeping. Start learning immediately, or enroll with the ₹99 Verified Certificate Pass.