Docker for Zero-Experience Generative AI Engineers: Streamlining LLM Development Environments
Master Docker fundamentals to containerize, streamline, and ensure reproducibility for your LLM development and deployment workflows.
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Docker Fundamentals for LLM Development
Unit 1: Introduction to Containerization and Docker
Why Docker for LLMs?
Docker's Core Concepts
Unit 2: Setting Up Your Docker Environment
Install Docker Desktop
Your First Docker Command
Unit 3: Working with Docker Containers
Pulling & Running Images
Your LLM Dev Container
Managing Containers
Unit 4: Data Persistence in Docker
Persistent LLM Data
Building and Orchestrating LLM Environments with Docker
Unit 1: Crafting Custom LLM Images
Why Custom Images?
Dockerfile Basics
Building Your First Image
Optimizing Dockerfiles
Unit 2: Orchestrating Multi-Container LLM Setups
Intro to Docker Compose
Compose File Structure
Your First Compose Project
Advanced Compose for LLMs