Course Outline
Introduction to AI Inference with Docker
- Comprehending AI inference workloads
- Advantages of containerized inference
- Deployment scenarios and constraints
Building AI Inference Containers
- Choosing base images and frameworks
- Packaging pretrained models
- Structuring inference code for container execution
Securing Containerized AI Services
- Minimizing the container attack surface
- Managing secrets and sensitive files
- Strategies for safe networking and API exposure
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 configurations
- 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
- A foundational understanding of machine learning concepts
- Experience with Python or backend development
- Familiarity with core container concepts
Audience
- Developers
- Backend engineers
- Teams responsible for deploying AI services
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3200 € + VAT*
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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
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Course - Introduction to Docker
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