Topfolio
Career TracksFree CoursesPractice LabsSQL BenchmarkWork ExperienceJob Hunt TrackerPortfolio ProjectsAI Resume Grader
Career TracksFree CoursesPracticeProjectsFor EmployersBlog
Support
Micro Free Courses

MLOps + Cloud Deploy (AWS-First)

19 lessons

  1. 1. M0 — Reproducibility + Docker
    1. Video lesson1. Reproducibility + Docker12m
    2. Reading2. Reproducibility Checklist + Pinning3m
    3. Assignment3. Quiz: Repro + Docker6m
  2. 2. M1 — FastAPI Serving + Smoke Tests
    1. Video lesson1. FastAPI Serving (/health, /predict, Schemas)15m
    2. Reading2. Schema Validation + Smoke Tests3m
    3. Assignment3. Quiz: Serving7m
  3. 3. M2 — Experiment Tracking + Registry
    1. Video lesson1. Experiment Tracking (MLflow-or-Equivalent)5m
    2. Project submission2. Registry + Run-Comparison Report71m
  4. 4. M3 — CI/CD Basics
    1. Reading1. CI/CD Basics (Lint + Test + Build)3m
    2. Assignment2. Quiz: Tracking + CI/CD7m
  5. 5. M4 — Monitoring/Drift + K8s Reading
    1. Video lesson1. Monitoring / Drift (Latency, Errors, PSI-Style)10m
    2. Reading2. K8s Reading-Level (Deployment/Service YAML)3m
    3. Assignment3. Quiz: Monitoring + K8s Reading + Exit (25Q / 45 min / pass-75)14m
  6. 6. M5 — Cloud Deploy + Flagship
    1. Reading1. Cloud Deploy (AWS-First + GCP Parity Notes)3m
    2. Reading2. Warehouse Reads (BQ/Snowflake Free Tiers)3m
    3. Project submission3. Capstone: Flagship Deployed Pipeline71m
    4. Project submission4. Reproducibility Proof (Cold-Clone -> Build -> Smoke)71m
    5. Project submission5. Capstone Defense: Monitoring + Postmortem71m
    6. Reading6. [UNPUBLISHED DRAFT] Flagship Deployed E2E MLOps Brief3m
Dashboard
Career TracksFree Courses
Interactive Tasks
Practice LabsSQL BenchmarkInterview Prep
Job Hunt TrackerWork ExperienceProjectsResume Feedback
CertificatesMy OrdersRefer & Earn
Join Community
Micro Free Courses

MLOps + Cloud Deploy (AWS-First)

19 lessons

  1. 1. M0 — Reproducibility + Docker
    1. Video lesson1. Reproducibility + Docker12m
    2. Reading2. Reproducibility Checklist + Pinning3m
    3. Assignment3. Quiz: Repro + Docker6m
  2. 2. M1 — FastAPI Serving + Smoke Tests
    1. Video lesson1. FastAPI Serving (/health, /predict, Schemas)15m
    2. Reading2. Schema Validation + Smoke Tests3m
    3. Assignment3. Quiz: Serving7m
  3. 3. M2 — Experiment Tracking + Registry
    1. Video lesson1. Experiment Tracking (MLflow-or-Equivalent)5m
    2. Project submission2. Registry + Run-Comparison Report71m
  4. 4. M3 — CI/CD Basics
    1. Reading1. CI/CD Basics (Lint + Test + Build)3m
    2. Assignment2. Quiz: Tracking + CI/CD7m
  5. 5. M4 — Monitoring/Drift + K8s Reading
    1. Video lesson1. Monitoring / Drift (Latency, Errors, PSI-Style)10m
    2. Reading2. K8s Reading-Level (Deployment/Service YAML)3m
    3. Assignment3. Quiz: Monitoring + K8s Reading + Exit (25Q / 45 min / pass-75)14m
  6. 6. M5 — Cloud Deploy + Flagship
    1. Reading1. Cloud Deploy (AWS-First + GCP Parity Notes)3m
    2. Reading2. Warehouse Reads (BQ/Snowflake Free Tiers)3m
    3. Project submission3. Capstone: Flagship Deployed Pipeline71m
    4. Project submission4. Reproducibility Proof (Cold-Clone -> Build -> Smoke)71m
    5. Project submission5. Capstone Defense: Monitoring + Postmortem71m
    6. Reading6. [UNPUBLISHED DRAFT] Flagship Deployed E2E MLOps Brief3m

Browse Topfolio

All coursesPracticeProjectsCareer tracks
  1. Home/
  2. Courses/
  3. MLOps + Cloud Deploy (AWS-First)/
  4. M1 — FastAPI Serving + Smoke Tests

Micro Free Course — 100% Free Learning

All lessons in this module are free to learn. Sign in with Google to save your progress.

1

M1 — FastAPI Serving + Smoke Tests

/health + /predict serving with pydantic validation and 5 containerized smoke tests.

Module Progress0% Complete
25 min total
3 Lessons
0 Completed

Module Content

FastAPI Serving (/health, /predict, Schemas)

Outcome: Serve /predict with validation Curated video (pixegami): Python FastAPI Tutorial: Build a REST API in 15 Minutes — https://www.youtube.com/watch?v=iWS9ogMPOI0 (verified live via yt-dlp 2026-09-24). Pointer: backend/app/main.py /health pattern; shell: courses/video-scripts/mlops-cloud-deploy/02.md.

15 minVideo
Start

Schema Validation + Smoke Tests

Write 5 smoke tests incl bad-input cases.

3 minArticle
Start

Quiz: Serving

10 scenario MCQs, Bloom 3-4, gate >= 80.

7 minAssignment
Start
Back to Course
Continue Learning
Topfolio

Learn data analytics online. Real skills, real projects, real community.

courses

  • Career Tracks
  • Work Experience
  • Best Data Analyst Course in India
  • SQL Fundamentals
  • SQL Advanced
  • Python for Data
  • Micro Free Courses

practice

  • SQL Fundamentals Interview Test
  • SQL Advanced Coding Test
  • All Practice Tests

resources

  • How to Become a Data Analyst
  • SQL Interview Questions
  • Data Analyst Salary Guide
  • Free Datasets for Practice
  • SQL vs NoSQL Guide
  • Data Analyst vs Data Engineer vs Data Scientist

employers

  • Enterprise Screening
  • AI Proctoring Demo
  • Volume Pricing
  • Employer Portal

company

  • About
  • Terms
© 2026 Topfolio. All rights reserved.Made with ❤️ for aspiring analysts