Accelerate AI and ML Development with AI Unlimited on Microsoft Fabric

Overview

Discover how AI Unlimited on Microsoft Fabric accelerates AI/ML development, enabling fast experimentation, testing, and secure deployment for data professionals through Teradata's innovative platform.

Syllabus

• **Introduction to AI Unlimited on Microsoft Fabric**
Overview of Microsoft Fabric
Key features of AI Unlimited
Introduction to the Teradata platform
• **Setting Up Your Environment**
Installation and configuration of Microsoft Fabric
Integration with Teradata
Managing resources and accounts
• **Accelerated Experimentation and Testing**
Designing AI/ML experiments
Tools and libraries for rapid prototyping
Best practices for model validation and testing
• **Data Management and Optimization**
Data ingestion and cleaning using Microsoft Fabric
Leveraging Teradata for data management
Techniques for optimizing data workflows
• **Model Training and Development**
Training models at scale
Leveraging pre-built AI models and custom models
Hyperparameter tuning and resource management
• **Secure Deployment of AI Models**
Principles of deploying AI models securely
Using Microsoft Fabric to manage deployments
Monitoring and maintaining models in production
• **Advanced Features and Use Cases**
Advanced analytics with Teradata and Microsoft Fabric
Case studies showcasing AI Unlimited capabilities
Industry-specific use cases
• **Best Practices and Troubleshooting**
Common challenges in AI/ML development on Microsoft Fabric
Tips and best practices for efficiency and performance
Troubleshooting common issues
• **Conclusion and Next Steps**
Recap of key learning points
Resources for further learning
Opportunities for certification and career advancement

Subjects

Programming