Building AI Applications with FastAPI and Docker — PickAClass
⏱ 2h 54m 📚 29 lessons 🎧 Audio version

Building AI Applications with FastAPI and Docker

Learn to design, containerize, and deploy production-ready AI web services using modern FastAPI architectures and Docker workflows.

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  • 🕐 Start anytime
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  • 🌐 In English
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About this course

Transforming AI models and prompt pipelines into stable, production-ready web services requires solid backend architecture. This comprehensive text-based course provides a structured path to building high-performance AI APIs using FastAPI, Pydantic validation, and container orchestration. You will read clear explanations, study production-oriented code snippets, and master the full development lifecycle for AI-powered backends. What you'll learn: - Understand core FastAPI concepts, asynchronous routing, dependency injection, and request lifecycles - Integrate large language model workflows and dynamic prompt management into clean API endpoints - Apply Pydantic schemas for structured input validation and type-safe data outputs - Containerize Python applications with Docker and configure persistent databases using Docker Compose - Implement error handling, environment configuration, authentication patterns, and production hardening - Practice testing API endpoints and monitoring performance through guided written exercises The course begins with foundational terminology, API standards, and basic FastAPI syntax before advancing into full container orchestration and deployment best practices. It is tailored for aspiring backend and AI developers, requiring no prior experience with FastAPI or Docker. Start reading to build and deploy your first reliable AI backend service today.

Course contents

What you'll get

  • 📜 Certificate of completion
    Add it to your LinkedIn profile
  • 💬 Personal AI tutor
    Stuck on a lesson? Ask your built-in tutor anything, any time.
  • 🎧 Audio version included
    Learn on the go — no screen needed
  • ♾️ Lifetime access
    Come back anytime, no expiry
  • 📱 Phone or computer
    Works anywhere, any device
  • 💸 14-day refund
    No questions asked
  • ⚡ Short & focused
    2h 54m of practical content

Certificate of completion

Every course you complete on PickAClass issues a credential like this — original, with its own code, verifiable by URL, and detailed about what was actually demonstrated.

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PickAClass
Skills profile · verifiable
Document
Certificate of Mastery
This certifies that
Name Surname
has successfully demonstrated mastery of
Building AI Applications with FastAPI and Docker
Skills demonstrated
✓
Behavioral pattern analysis
Foundational
1.2 hrs
✓
Decision-architecture frameworks
Proficient
1.4 hrs
✓
A/B test design
Proficient
1.7 hrs
✓
Behavioral copywriting
Advanced
1.9 hrs
P
PickAClass — Name Surname
Building AI Applications with FastAPI and Docker
Page 2 of 2
Performance detail
Coursework summary
Lessons completed 14 / 14
Practice questions 26 / 28
Assignments submitted 4 (avg 4.5 / 5)
Capstone project Reviewed — 4.6 / 5
Total practice 6.2 hrs
Performance benchmark
Cohort rank Top 12% of 1,625
Time to completion 11 days (median: 22)
Mastery score 91 / 100
Practice-question score 94%
Skill verification Verified Skill Path
Verify this credential
pickaclass.com/certificates/PCC-2026-X4F7-AP19
Issued under the academic standards of PickAClass. Skill levels reflect assessed performance against the course's competency rubric. This is an original credential of this platform.

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Frequently asked

What do I need to take this course? +

Just a phone or computer with internet. No installs, no special hardware.

How do I pay? +

By card via Stripe. We don’t store card details — Stripe handles them securely.

Can I get a refund? +

Yes — full refund within 14 days, no questions asked.

How long will I have access? +

Forever. Once you purchase, the course is yours to revisit anytime.

Will I get a certificate? +

Yes. On completion you'll receive a certificate you can add to your LinkedIn profile.

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