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Foundational AI/ML Concepts
Curriculum
2 Sections
7 Lessons
10 Weeks
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CHAPTER 1: Artificial Intelligence and Machine Learning: What Every Product Manager Needs to Know
2
1.1
AI vs. ML
10 mins
1.2
and Key Takeaways
10 mins
CHAPTER 2: How Machine Learning Models Learn: A Peek Under the Hood
5
2.1
The Learning Process: Training, Validation, and Testing
10 mins
2.2
How Models Learn: An Example with k-Nearest Neighbors (k-NN)
10 mins
2.3
Evaluating Model Performance
10 mins
2.4
Overfitting and Underfitting: Striking the Right Balance for Real-World Performance
10 mins
2.5
Human-in-the-Loop: Blending AI Power with Human Expertise
10 mins
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