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Course Outline
Foundations of AI Deployment
- An overview of the AI deployment lifecycle
- Addressing the primary challenges in deploying AI agents to production
- Critical factors: ensuring scalability, reliability, and maintainability
Containerization and Orchestration
- Introduction to Docker and the fundamentals of containerization
- Leveraging Kubernetes for orchestrating AI agents
- Best practices for managing containerized AI applications
Serving AI Models
- Exploration of model serving frameworks (e.g., TensorFlow Serving, TorchServe)
- Developing REST APIs for AI agent inference
- Managing both batch and real-time prediction workloads
CI/CD for AI Agents
- Establishing CI/CD pipelines dedicated to AI deployments
- Automating the testing and validation of AI models
- Implementing rolling updates and effective version control
Monitoring and Optimization
- Integrating monitoring tools to track AI agent performance
- Detecting model drift and identifying retraining requirements
- Optimizing resource utilization to enhance scalability
Security and Governance
- Ensuring compliance with data privacy regulations
- Hardening AI deployment pipelines and APIs against security threats
- Implementing comprehensive auditing and logging for AI applications
Practical Workshops
- Containerizing an AI agent using Docker
- Deploying an AI agent via Kubernetes
- Configuring monitoring for AI performance and resource consumption
Conclusion and Future Directions
Requirements
- Strong command of Python programming
- A solid grasp of machine learning workflows
- Working knowledge of containerization tools, particularly Docker
- Practical experience with DevOps methodologies (highly recommended)
Target Audience
- MLOps Engineers
- DevOps Specialists
14 Hours
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 2600 € + VAT*
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