Course Outline

Introduction to AI Inference with Docker

  • Understanding AI inference workloads
  • Benefits of containerized inference
  • Deployment scenarios and constraints

Building AI Inference Containers

  • Selecting base images and frameworks
  • Packaging pretrained models
  • Structuring inference code for container execution

Securing Containerized AI Services

  • Minimizing container attack surface
  • Managing secrets and sensitive files
  • Safe networking and API exposure strategies

Portable Deployment Techniques

  • Optimizing images for portability
  • Ensuring predictable runtime environments
  • Managing dependencies across platforms

Local Deployment and Testing

  • Running services locally with Docker
  • Debugging inference containers
  • Testing performance and reliability

Deploying on Servers and Cloud VMs

  • Adapting containers for remote environments
  • Configuring secure server access
  • Deploying inference APIs on cloud VMs

Using Docker Compose for Multi-Service AI Systems

  • Orchestrating inference with supporting components
  • Managing environment variables and configs
  • Scaling microservices with Compose

Monitoring and Maintenance of AI Inference Services

  • Logging and observability approaches
  • Detecting failures in inference pipelines
  • Updating and versioning models in production

Summary and Next Steps

Requirements

  • An understanding of basic machine learning concepts
  • Experience with Python or backend development
  • Familiarity with foundational container concepts

Audience

  • Developers
  • Backend engineers
  • Teams deploying AI services
 14 Hours

Number of participants


Price per participant

Open Training Courses require 5+ participants.

Testimonials (5)

OC is new to us and we learnt alot and the labs were excellent

sharkey dollie
Course - OpenShift 4 for Administrators

Very informative and to the point. Hands on pratice

Gil Matias - FINEOS
Course - Introduction to Docker

Labs and technical discussions.

Dinesh Panchal - AXA XL
Course - Advanced Docker

It gave a good grounding for Docker and Kubernetes.

Stephen Dowdeswell - Global Knowledge Networks UK
Course - Docker (introducing Kubernetes)

I mostly enjoyed the knowledge of the trainer.

- Inverso Gesellschaft fur innovative Versicherungssoftware mbH
Course - Docker, Kubernetes and OpenShift for Developers

Upcoming Courses (Minimal 5 peserta)

Secure & Portable AI Inference with Docker: From Local to Cloud

2025-12-30 09:30
14 hours
Pondok Indah Office Tower 3
40300000 IDR (Online)
40300000 IDR (Classroom)

Secure & Portable AI Inference with Docker: From Local to Cloud

2026-01-13 09:30
14 hours
Pondok Indah Office Tower 3
40300000 IDR (Online)
40300000 IDR (Classroom)

Secure & Portable AI Inference with Docker: From Local to Cloud

2026-01-27 09:30
14 hours
Pondok Indah Office Tower 3
40300000 IDR (Online)
40300000 IDR (Classroom)

Secure & Portable AI Inference with Docker: From Local to Cloud

2026-02-10 09:30
14 hours
Pondok Indah Office Tower 3
40300000 IDR (Online)
40300000 IDR (Classroom)

Secure & Portable AI Inference with Docker: From Local to Cloud

2026-02-24 09:30
14 hours
Pondok Indah Office Tower 3
40300000 IDR (Online)
40300000 IDR (Classroom)

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