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Course Outline
Introduction to AI Deployment
- Overview of the AI deployment lifecycle
- Challenges in deploying AI agents to production
- Key considerations: scalability, reliability, and maintainability
Containerization and Orchestration
- Introduction to Docker and containerization basics
- Using Kubernetes for AI agent orchestration
- Best practices for managing containerized AI applications
Serving AI Models
- Overview of model serving frameworks (e.g., TensorFlow Serving, TorchServe)
- Building REST APIs for AI agent inference
- Handling batch vs real-time predictions
CI/CD for AI Agents
- Setting up CI/CD pipelines for AI deployments
- Automating testing and validation of AI models
- Rolling updates and managing version control
Monitoring and Optimization
- Implementing monitoring tools for AI agent performance
- Analyzing model drift and retraining needs
- Optimizing resource utilization and scalability
Security and Governance
- Ensuring compliance with data privacy regulations
- Securing AI deployment pipelines and APIs
- Auditing and logging for AI applications
Hands-On Activities
- Containerizing an AI agent with Docker
- Deploying an AI agent using Kubernetes
- Setting up monitoring for AI performance and resource usage
Summary and Next Steps
Requirements
- Proficiency in Python programming
- Understanding of machine learning workflows
- Familiarity with containerization tools like Docker
- Experience with DevOps practices (recommended)
Audience
- MLOps engineers
- DevOps professionals
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from €4560 online delivery, based on a group of 2 delegates, €1440 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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