Ai for Product Managers
Be a better PM with deep dive into Ai fundamentals and Applications
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Course Overview
Schedule of Classes
Course Curriculum
1 Subject
Ai for Product Managers
7 Exercises • 31 Learning Materials
Week 1 - Fundamentals of AI
Foundational Concepts in Ai
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Pre-read for Sunday - Additional Session
Know Your AI benchmark
Exercise
Meta - Predictive AI Case Study
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Uber - Predictive Analysis Case Study
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Paypal - Predictive AI case study
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Apple Intelligence - Visual Summary
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Google Duplex Article
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Salesforce Einstein GPT
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Assignment 1 (Hands On with Ai)
Assignment
Quiz 1
Exercise
Week 2 - LLM and Neural Network
Thursday Session Prereads
Quiz 2
Exercise
Google Certification - ML Crash Course
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Google Certification - LLM Models
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Article - Attention is all you need
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Activation Functions (Optional Read)
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Transformer Explainer
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Transformer view simulator
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Generative AI exists because of the transformer
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Responsible AI document microsoft
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Model Growth
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GPT o3 Paper
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Fine Tuning 1
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Fine Tuning 2
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Assignment 2 - LLMs
Assignment
Week 3 - Prompt Engineering
Peter Personal Prompt Library
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Prompt Engineering Guide
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Research Paper - Tuning
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Reinforcement Learning
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Research Paper - Chain of thought
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Research Paper - Chain of thought
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Research Paper - Self consistency improves chain of thought
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Tree of Thoughts: Deliberate Problem Solving with Large Language Models
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Prompt Engineering
Assignment
Quiz 3
Exercise
Week 4 - Advanced PE | RAG | Agentic AI
Responsible AI, GAN, RAG and Agents - Drop 1
Responsible AI, GAN, RAG and Agents - Drop 2
Week 5 - Product Lifecycle use cases and Industry expert
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