Free Course — No signup required

Docker for AI Applications:
Build, Ship, Deploy

Five project-based lessons on containerizing Python AI applications: Dockerfile basics, multi-container Compose, AWS ECR and App Runner, and fully automated GitHub Actions CI/CD. Everything to ship production AI.

5 lessons
Self-paced
~60 min/day
Free forever
Start Day 1 — Free → See what's covered
What you'll learn

Every AI app you build deserves a clean deployment story.

Docker ends the 'it works on my machine' problem. This course shows you exactly how to containerize AI apps, manage dependencies, and ship to production without the ops headaches.

  • Understand container fundamentals and why they matter for AI
  • Write a production-ready Dockerfile for Python AI apps
  • Orchestrate multi-container apps with Docker Compose
  • Push images to AWS ECR and deploy with App Runner
  • Set up GitHub Actions CI/CD that auto-deploys on every push
  • Handle secrets, environment variables, and production configuration
0
more 'works on my machine'
5
practical lessons
$0
course cost
1
deployed AI app
5-Day Curriculum

Every lesson has a real exercise.
No theory without practice.

01
Docker Basics — Containers, Images, and Your First Run
Understand the container model, pull images, run containers, and get comfortable with the Docker CLI.
Docker fundamentalsImages vs containersDocker CLI
→
02
Dockerfile — Containerize Your Python AI App
Write a production Dockerfile for a Python AI app: base image, dependencies, environment variables, and startup command.
DockerfilePython base imagesLayer caching
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03
Docker Compose — Multi-Container Local Development
Orchestrate your AI app, a Redis cache, and a Postgres database with Docker Compose for realistic local development.
Docker ComposeMulti-containerVolume mounts
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04
AWS ECR + App Runner — Production Deployment
Push your Docker image to AWS ECR and deploy it with App Runner. Configure auto-scaling, health checks, and domains.
AWS ECRApp RunnerAuto-scaling
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05
GitHub Actions CI/CD — Auto-Deploy on Every Push
Build a GitHub Actions workflow that builds your Docker image, pushes to ECR, and deploys to App Runner automatically.
GitHub ActionsCI/CD pipelineAuto-deploy
→
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Your instructor
B
Bo Peng
Founder, Precision AI Academy

Kaggle Top 200 data scientist. Built and deployed production AI systems for real clients. Trained 400+ developers. I've containerized dozens of AI apps — this course is the distilled playbook.

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