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.
Course Outline
Introduction to AI Inference with Docker
- Gaining an understanding of AI inference workloads
- Advantages of containerized inference processes
- Deployment scenarios and constraints
Constructing AI Inference Containers
- Choosing appropriate base images and frameworks
- Packaging pretrained models
- Structuring inference code for container execution
Securing Containerized AI Services
- Reducing the container attack surface
- Handling secrets and sensitive data files
- Strategies for secure networking and API exposure
Portable Deployment Techniques
- Optimizing images for maximum 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
- Configuring secure server access protocols
- Deploying 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 Maintenance of AI Inference Services
- Approaches to logging and observability
- Detecting failures within inference pipelines
- Updating and versioning models in production environments
Summary and Next Steps
Requirements
- A foundational understanding of machine learning principles
- Experience in Python programming or backend development
- Familiarity with core containerization concepts
Target Audience
- Developers
- Backend Engineers
- Teams responsible for deploying AI services
14 Hours
Testimonials (3)
How trainer deliver knowledge so effectively
Vu Thoai Le - Reply Polska sp. z o. o.
Course - Certified Kubernetes Administrator (CKA) - exam preparation
the trainer had a lot of knowledge and patience to share with us
Bogdan Olaru
Course - Introduction to Docker
The knowledge and exchanges with Augustin