Introduction to AI Products
AI vs Traditional Software Products
The AI Product Lifecycle
Understanding Users in AI Systems
Ethics, Bias & Responsible AI
SECTION 2: AI Fundamentals for Product ManagersBasics of Machine Learning
Data: The Fuel of AI
Model Types (NLP, CV, Generative AI)
Evaluation Metrics & Trade-offs
AI System Architecture
SECTION 3: AI Product DesignDesigning AI Experiences
Human-AI Interaction Design
Prompt Engineering & UX
Personalization & Recommendation Systems
Conversational Interfaces
SECTION 4: AI Product DevelopmentMVP Strategy for AI Products
Data Pipelines & Infrastructure
Model Selection & Integration
APIs & LLM Integration
Experimentation & Iteration
SECTION 5: AI Product ManagementRoadmapping AI Products
AI Product Metrics
Growth & Scaling
AI Monetization Strategies
Managing AI Teams
SECTION 6: Advanced TopicsGenerative AI Products
Autonomous Agents & AI Workflows
AI Startups & Venture Building
Future Trends in AI Product Management
Capstone Project