12 Sessions
Introduction to AI and Machine Learning
- Introduction to AI
- Understanding Machine Learning
- Neural Networks and Deep Learning
- Key Concepts: Supervised vs. Unsupervised Learning, Reinforcement Learning
- Azure AI Services
- Prepare to develop AI solutions on Azure
- Create and consume Azure AI services
- Monitor Azure AI services
Prompt Engineering
- Introduction to Prompt Engineering
- Understanding Model Architecture (Transformers, GPT, BERT, etc.)
- Basic Prompt Mechanics and Syntax
- Techniques for Clear and Concise Prompts
- The Art of Question Framing
- Handling Ambiguity and Complexity in Prompts
Advanced Prompt Engineering Strategies
- Zero-shot, Few-shot, and Chain-of-thought Prompting
- Conditional Logic in Prompts
- Personalization and Contextualization Techniques
- Prompt Engineering for Specific Use Cases
Ethical AI Frameworks and Principles
- Principles of Responsible AI
- The Importance of Security and Ethics in AI
- Overview of AI Security Threats
- Ethical Considerations in AI Development
AI Security Challenges
- Understanding AI Vulnerabilities
- Data Privacy and Security in AI Systems
- Secure AI Architectures and Deployment Models
