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Learn core AWS AI concepts and practical use cases.
AI Concepts for Tech Professionals includes discussions of different types of machine learning, artificial intelligence, and business use cases for each. Get insights on responsible AI, including developing ethical systems and explainable models. Learn about security, compliance, governance, and methods to secure AI solutions. Each major topic will end with practice questions to test your knowledge.
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Module 1: Introduction to Artificial Intelligence
Lesson 1: Basic AI Concepts
Lesson 2: Practical Use Cases For AI
Module 2: Foundation Models
Lesson 3: Foundation Model Design
Lesson 4: Foundation Model Training, Performance, and Fine Tuning
Module 3: Generative AI
Lesson 5: Basic Concepts of Generative AI
Lesson 6: Generative AI Capabilities and Limitations
Lesson 7: Prompt Engineering
Module 4: AI/ML Workload Development
Lesson 8: ML Development Lifecycle
Lesson 9: Responsible AI System Development
Module 5: AI Safety and Security
Lesson 10: Transparent and Explainable AI Models
Lesson 11: AI Security
Lesson 12: AI Governance and Compliance