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Course Outline

Foundations of Containerization for AI & ML

  • Core principles of containerization
  • The suitability of containers for ML workloads
  • Distinguishing features between containers and virtual machines

Managing Docker Images and Containers

  • Exploring images, layers, and registries
  • Utilizing containers for ML experimentation
  • Leveraging the Docker CLI for efficiency

Preparing ML Environments for Packaging

  • Adapting ML codebases for containerization
  • Controlling Python environments and dependencies
  • Incorporating CUDA and GPU support

Crafting Dockerfiles for Machine Learning

  • Designing Dockerfile structures for ML projects
  • Applying best practices for performance and maintainability
  • Implementing multi-stage builds

Encapsulating ML Models and Pipelines

  • Packaging trained models into container images
  • Defining data and storage strategies
  • Establishing reproducible end-to-end workflows

Executing Containerized ML Services

  • Creating API endpoints for model inference
  • Scaling services utilizing Docker Compose
  • Tracking and monitoring runtime behavior

Security and Compliance Frameworks

  • Configuring secure container setups
  • Overseeing access controls and credentials
  • Protecting confidential ML assets

Production Deployment Strategies

  • Distributing images to container registries
  • Implementing containers in on-premise or cloud infrastructures
  • Managing versioning and updates for production services

Conclusion and Future Directions

Requirements

  • Proficiency in machine learning workflows
  • Practical experience with Python or comparable programming languages
  • Knowledge of fundamental Linux command-line operations

Target Audience

  • ML engineers responsible for production model deployment
  • Data scientists ensuring reproducible experimental environments
  • AI developers creating scalable, containerized applications
 14 Hours

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