Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Duration 14 hours
Course Outline
Introduction to AI Inference with Docker
- Comprehending AI inference workloads
- Advantages of containerized inference
- Deployment scenarios and associated constraints
Constructing AI Inference Containers
- Choosing appropriate base images and frameworks
- Packaging pretrained models
- Organizing inference code for container execution
Securing Containerized AI Services
- Reducing the container attack surface
- Handling secrets and sensitive files
- Strategies for safe networking and API exposure
Techniques for Portable Deployment
- Optimizing images for portability
- Ensuring predictable runtime environments
- Managing dependencies across different platforms
Local Deployment and Testing
- Executing services locally using Docker
- Debugging inference containers
- Evaluating performance and reliability
Deployment on Servers and Cloud VMs
- Adapting containers for remote environments
- Setting up secure server access
- Implementing inference APIs on cloud virtual machines
Leveraging Docker Compose for Multi-Service AI Systems
- Orchestrating inference alongside supporting components
- Managing environment variables and configurations
- Scaling microservices using Compose
Monitoring and Maintaining AI Inference Services
- Approaches to logging and observability
- Identifying failures in inference pipelines
- Updating and versioning models in production
Summary and Future Steps
Requirements
- Basic comprehension of machine learning concepts
- Practical experience with Python or backend development
- Knowledge of fundamental container principles
Target Audience
- Developers
- Backend engineers
- Teams responsible for deploying AI services
Testimonials (2)
As i said before , for a person like me (no exp. ) this was a gateway to understanding features and functions with these programs/tools & etc. .
Patrick V. Duylovski - UBB + DZI (KBC GROUP)
Course - Docker and Kubernetes
multi-tiered, structured course programme.
