Module 14 of 16 · Launch: Deploy & Innovate

Launch Your AI: Systems, APIs & Deployment

Take your AI from laptop to the world! APIs, Docker, cloud, and beyond.

25 chapters

What this module covers

A model on a laptop helps no one. Launch Your AI covers what it takes to put one in front of users: system design basics, APIs and microservices, and how a trained model is served to answer requests.

Students work through FastAPI for building an AI service, Docker for packaging it, and the main cloud platforms (AWS, GCP and Azure). The last chapters cover running AI in production: scaling, monitoring models, MLOps, CI/CD for machine learning and keeping costs under control.

Take your AI to the world! Deploy systems, explore industries, and prepare for your AI future.

Chapter topics

  1. System Design Basics
  2. APIs and Microservices
  3. Model Serving
  4. FastAPI for AI
  5. Docker for AI
  6. Cloud Platforms (AWS, GCP, Azure)
  7. Scaling AI Systems
  8. Monitoring ML Models
  9. MLOps Introduction
  10. CI/CD for ML
  11. Cost Optimization

Plus 14 more chapters in the app.

Activities

  • Deploy Your First Model
  • API Design Challenge
  • Cloud Quest

After this module, students can

  • Wrap a model in a simple API
  • Explain what Docker and a cloud platform each provide
  • Describe how a deployed model is monitored and updated

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Start learning in the app

The first 3 chapters are free, no card needed.

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