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Connecting the Dots Between AI/ML Knowledge and PM Craft
Curriculum
2 Sections
11 Lessons
10 Weeks
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CHAPTER 8: Identifying and Evaluating AI Opportunities
8
1.1
Uncovering Potential Use Cases—Mining Your Product for AI Gold
10 mins
1.2
AI/ML Capability Matching: Connecting Problems to Solutions
10 mins
1.3
Finding AI Opportunities in the User Journey
10 mins
1.4
Feature Enhancement Through AI/ML—Transforming Existing Functionality
10 mins
1.5
Proactive Product Management—Anticipating User Needs with AI
10 mins
1.6
Responsible AI Foundations—Ethical and Feasibility Considerations
10 mins
1.7
Practical Ideation Techniques for AI/ML Use Cases—Thinking Like an AI-First Product Manager
10 mins
1.8
and Key Takeaways
10 mins
CHAPTER 9: ROI Calculation for AI Projects: Measuring the Impact and Demonstrating Value
3
2.1
From Model Performance to Business Impact: A PM’s Guide to AI Metrics
10 mins
2.2
End-to-End Example—Predicting Churn in a Subscription Service
10 mins
2.3
A/B Testing for AI and ML Projects: Validating Impact and Optimizing Performance
10 mins
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