Course 12 of 12

Model Deployment & Serving

Docker, FastAPI, Batch vs real-time, and more.

Yiga AI

Intermediate en

Intermediate · Course · 4 weeks at 5 hrs/week

Duration: 4 weeks
Effort: 5 hrs/week
Lessons: 20
Hands-on exercises: 20
Projects: 1
Language: en

What you’ll learn

Skills you can put to work.

Machine Learning Foundations

Deep Learning with PyTorch

Computer Vision

NLP with Transformers

Syllabus

Every module, step by step.

4 modules · 25 lessons · 17 hours · 1 graded project

1000 minutes of guided lesson time.

Module 1 · 6 lessons · 3.7 hoursDockerModule 1 of 4 in Model Deployment & Serving.

Overview and set-up
Overview and set-up — Docker in Model Deployment & Serving.
Lesson
40 min
Core concepts
Core concepts — Docker in Model Deployment & Serving.
Lesson · Locked
40 min
Worked example
Worked example — Docker in Model Deployment & Serving.
Lesson · Locked
40 min
Hands-on practice
Hands-on practice — Docker in Model Deployment & Serving.
Lesson · Locked
40 min
Common pitfalls
Common pitfalls — Docker in Model Deployment & Serving.
Lesson · Locked
40 min
Module quiz: Docker
Check what you learned in Docker before moving on.
Quiz · Locked
20 min

Module 2 · 6 lessons · 3.7 hours LockedFastAPIModule 2 of 4 in Model Deployment & Serving.

Overview and set-up
Overview and set-up — FastAPI in Model Deployment & Serving.
Lesson · Locked
40 min
Core concepts
Core concepts — FastAPI in Model Deployment & Serving.
Lesson · Locked
40 min
Worked example
Worked example — FastAPI in Model Deployment & Serving.
Lesson · Locked
40 min
Hands-on practice
Hands-on practice — FastAPI in Model Deployment & Serving.
Lesson · Locked
40 min
Common pitfalls
Common pitfalls — FastAPI in Model Deployment & Serving.
Lesson · Locked
40 min
Module quiz: FastAPI
Check what you learned in FastAPI before moving on.
Quiz · Locked
20 min

Module 3 · 6 lessons · 3.7 hours LockedBatch vs real-timeModule 3 of 4 in Model Deployment & Serving.

Overview and set-up
Overview and set-up — Batch vs real-time in Model Deployment & Serving.
Lesson · Locked
40 min
Core concepts
Core concepts — Batch vs real-time in Model Deployment & Serving.
Lesson · Locked
40 min
Worked example
Worked example — Batch vs real-time in Model Deployment & Serving.
Lesson · Locked
40 min
Hands-on practice
Hands-on practice — Batch vs real-time in Model Deployment & Serving.
Lesson · Locked
40 min
Common pitfalls
Common pitfalls — Batch vs real-time in Model Deployment & Serving.
Lesson · Locked
40 min
Module quiz: Batch vs real-time
Check what you learned in Batch vs real-time before moving on.
Quiz · Locked
20 min

Module 4 · 7 lessons · 5.7 hours LockedCloud endpointsModule 4 of 4 in Model Deployment & Serving.

Overview and set-up
Overview and set-up — Cloud endpoints in Model Deployment & Serving.
Lesson · Locked
40 min
Core concepts
Core concepts — Cloud endpoints in Model Deployment & Serving.
Lesson · Locked
40 min
Worked example
Worked example — Cloud endpoints in Model Deployment & Serving.
Lesson · Locked
40 min
Hands-on practice
Hands-on practice — Cloud endpoints in Model Deployment & Serving.
Lesson · Locked
40 min
Common pitfalls
Common pitfalls — Cloud endpoints in Model Deployment & Serving.
Lesson · Locked
40 min
Module quiz: Cloud endpoints
Check what you learned in Cloud endpoints before moving on.
Quiz · Locked
20 min
Graded project: Model Deployment & Serving
Apply everything from Model Deployment & Serving in one graded, portfolio-ready build.
Graded project · Locked
120 min

Applied learning project

Make the learning visible.

Use Graded project: Model Deployment & Serving to apply this course to a practical challenge. You’ll finish with a clear solution and the reasoning behind your choices.

Apply the course’s core skillMake and explain practical decisionsCreate evidence you can share

Your instructor

Joel N.

Career readiness

Connects technical learning to portfolios, interviews and confident career moves.

“The track removed the uncertainty. I knew what to learn next and what to show employers.”
Amina Hassan
Career switcher, Dar es Salaam

Continue with

Your next best step.

Following the order of Machine Learning Engineer.

See the full chain

Next lesson

Overview and set-up

Model Deployment & Serving

40 min · Resume

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