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Description

Docker for Local AI App Development: Build Lightweight, Containerized AI Applications is a course published by LinkedIn Online Academy on using Docker to build, deploy, and manage local AI applications in isolated, repeatable environments. Designed for AI engineers, machine learning specialists, software developers, and DevOps professionals, this course focuses on containerizing AI workflows to simplify development, testing, and deployment. Participants will learn about Docker fundamentals, container orchestration, image creation, Docker Compose, GPU-enabled containers, dependency management, networking, persistent storage, and integrating popular AI frameworks, local LLMs, and inference servers into containerized applications. In this course for AI developers, learn how to make Docker containers part of the entire application lifecycle—from defining requirements and building a repeatable development environment to testing services and preparing images for production.

Learn the basics of Dockerfiles, images, registries, and build and run workflows; Then use Docker Compose and VS Code Dev Containers to create a containerized workspace for prototyping and validating your application. See how to transform that prototype into dedicated database ingestion, query, and vector services, test the stack in a production-like environment, and prepare your images for release through multi-stage builds, security hardening, cross-platform builds, versioned releases, runtime protections, and CI validation. By the end of the course, you’ll have a practical, reusable framework for developing, testing, and preparing multi-service AI applications for production at the image and container levels.

What you will learn in Docker for Local AI App Development: Build Lightweight, Containerized AI Applications:

  • Artificial Intelligence (AI)
  • Large Language Models (LLM)
  • Application Development
  • AI-Based Development
  • Docker Products
  • And …

Course specifications

Publisher: LinkedIn
Instructors: Rami Krispin
Language: English
Level: Intermediate
Number of Lessons:
Duration: 2h 25m

Course topics

Docker for Local AI App Development: Build Lightweight, Containerized AI Applications Content

Docker for Local AI App Development: Build Lightweight, Containerized AI Applications Prerequisites

None

Pictures

Docker for Local AI App Development: Build Lightweight, Containerized AI Applications

Docker for Local AI App Development: Build Lightweight, Containerized AI Applications introduction video

Installation guide

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English subtitle

Quality: 720p

Downloadly link

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Size

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