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Mammoth Club All levels 3 sections 12 lectures

AI Model Operations: AI Cloud & Deployment Specialist 201 (ACDS-201)

Take Your AI Model from Laptop to the Cloud — and Make It Live!

01
Skill level
All levels
02
Sections
3
03
Lectures
12
04
Instructor
Alex Kropf
What's inside

This course includes.

3
Sections
Certificate of completion
Included
Mobile and desktop access
Included
AI learning assistance
Included
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Course content

Curriculum & lectures.

3 sections · 12 lectures
+ Module 1 – Turning AI Models into Apps 2 lectures
From Notebook to Live App – The journey from “it runs on my laptop” to “it runs in the cloud.” Locked
Testing Your Model Locally – Run your AI like a mini web server on your computer. Locked
+ Module 2 – Deploying Models with Containers 5 lectures
What’s a Container (and Why They’re Awesome) – The secret to running anything, anywhere. Locked
Containerizing an AI Model – Package code, dependencies, and your model in one neat box. Locked
Docker Deep Dive – Build, ship, and run your AI project with a single command. Locked
Connecting APIs to Containers – Make your containerized model accessible via the web. Locked
Hands-On: Build and Run Your First AI Docker Container. Locked
+ Module 3 – Hosting Like a Pro 5 lectures
Choosing Where to Host – AWS, GCP, Azure, Hugging Face Spaces, or your favorite cloud. Locked
Scaling Models for Real Users – Handle more traffic without breaking your system. Locked
Setting Up Cloud Deployment Pipelines – Automate uploads and updates like a real dev. Locked
Monitoring and Logging – Track what’s happening with your live models. Locked
Hands-On: Deploy Your Containerized Model to the Cloud (and Show It Off!). Locked
Description

About this course.

You’ve built an amazing AI model… now what?

It’s time to get it online, connect it to real apps, and deploy it like a pro.

This hands-on course takes you step-by-step through turning your machine learning project into a fully hosted, cloud-ready service using FastAPI, Flask, Docker, and modern cloud platforms.

You’ll go from “it works on my machine” to “it’s live on the web!” — fast, fun, and confidently.

💡 What You’ll Learn

  • Transform local models into live web apps anyone can use
  • Build real APIs that let your AI talk to other apps
  • Package models in containers for perfect portability
  • Deploy to top clouds like AWS, Azure, GCP, or Hugging Face Spaces
  • Automate and scale deployments like a real-world DevOps engineer

🧩 Inside the Course

Module 1 – Turning AI Models into Apps

Get your model out of the notebook and into the wild. Learn how APIs work, set up FastAPI or Flask endpoints, and test your first AI-powered app locally.

🎯 Hands-On: Host Your First AI Model Locally Using FastAPI.

Module 2 – Deploying Models with Containers

Discover the power of Docker and containers. Package your entire project — code, model, and dependencies — into one reliable box that runs anywhere.

🎯 Hands-On: Build and Run Your First AI Docker Container.

Module 3 – Hosting Like a Pro

Take your model to the cloud! Learn how to choose hosting platforms, automate deployment pipelines, monitor logs, and scale for real-world traffic.

🎯 Hands-On: Deploy Your Containerized Model to the Cloud (and Show It Off!).

🧠 Why You’ll Love This Course

This isn’t theory — it’s practical, project-driven learning.

Every lesson builds toward one goal: your own working AI web service, accessible from anywhere, 24/7.

By the end, you’ll have:

✅ A fully deployed AI model hosted in the cloud

✅ Real-world DevOps and API experience

✅ The skills to deploy any future AI project — fast and professionally

🎓 Course Snapshot

  • Level: Intermediate → Advanced
  • Focus: Real-world AI deployment using APIs, containers, and cloud tools
  • Tools Covered: FastAPI, Flask, Docker, AWS, GCP, Azure, Hugging Face Spaces
  • Includes: Lifetime access + downloadable source files for every project

✨ Ready to Level Up?

If you’ve mastered the basics of AI and are ready to bring your models to life, this course is your next big leap.

You’ll build. You’ll ship. You’ll deploy. And you’ll do it all with confidence.

👉 Enroll today and start hosting your own AI apps in the cloud!

Instructors

Taught by people who ship.

Alex Kropf

Alex Kropf

Mammoth Club's CLO, public speaker, consultant, IT author and Senior Software Developer. Alex has produced best-selling courses, books and workshops for Mammoth Club, Course Pro and our clients since 2016.

Ready to start building?

Take Your AI Model from Laptop to the Cloud — and Make It Live!

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