Ultimate Docker Bootcamp for ML, GenAI & Agentic AI – Zero to Pro in 5 Hours
Asadullah AI
0:00 / 0:00
Ultimate Docker Bootcamp for ML, GenAI & Agentic AI – Zero to Pro in 5 Hours
258 просмотров · 5 дней назад
Asadullah AI
375 подписчиков
258 просмотров · 5 дней назад
🐳 Learn Docker from scratch for Machine Learning, Generative AI, and Agentic AI in this 5-hour full course. You'll go from Docker basics to running MLflow and JupyterLab in containers, deploying ML apps with FastAPI and Streamlit, running local LLMs with Docker Model Runner, and building AI agents with Docker MCP.
If you want to package, ship, and deploy your ML and AI projects like a real AI engineer, this is the one video you need.
⏱️ CHAPTERS
0:00:00 Session 1: Docker Fundamentals (Images, Containers, Volumes)
1:54:53 Session 2: Running ML Containers like MLflow & JupyterLab
2:51:15 Session 3: Dockerize and Deploy Your First ML App
3:10:54 Session 4: Production-Grade ML System with Docker, FastAPI, Streamlit & MLflow
4:07:25 Session 5: Docker Model Runner (Run Local LLMs / LocalGPT)
4:50:11 Session 6: Docker MCP for Agentic AI
📚 WHAT YOU'LL LEARN
✅ Docker fundamentals: images, containers, and volumes
✅ Running MLflow and JupyterLab inside Docker containers
✅ Dockerizing and deploying your first machine learning app
✅ Building a production-style ML system with Docker, FastAPI, Streamlit & MLflow
✅ Running LLMs locally with Docker Model Runner
✅ Using Docker MCP to connect tools to AI agents
👨💻 WHO THIS IS FOR
ML and AI engineering students and beginners
Data scientists who want to deploy their models
GenAI and Agentic AI developers
Anyone who keeps hearing "it works on my machine" 😅
✅ PREREQUISITES
Basic Python and a basic understanding of machine learning. No prior Docker experience needed.
🔗 RESOURCES
Code / GitHub repo: https://github.com/AsadullahShehbaz?t...
Docker Desktop download: https://www.docker.com/products/docke...
🙋 ABOUT ME
I'm a BSCS Graduated , Kaggle Notebooks Master and Dataset Grandmaster, sharing what I learn on my AI/ML engineering journey.
👍 If this helped you, like the video, subscribe for more AI/ML engineering content, and comment which topic you want next!
#Docker #MachineLearning #AgenticAI
👨💻 About Your Instructor:
Asadullah Shehbaz
AI Engineer & Educator | Kaggle Grandmaster (#26 Peak Global Rank)
🔗 Connect With Me:
Linkedin: / asadullahai
Instagram: / asad_ullahshehbaz
Facebook: https://web.facebook.com/profile.php?...
X (Twitter): https://x.com/asadullahgenai
GitHub: https://github.com/AsadullahShehbaz
Kaggle: https://kaggle.com/ahmed920