Advance AI Program
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
9 Exercises • 94 Learning Materials
Getting Started
LMS walkthrough video
External Link
Fundamentals and Frameworks
Vectors, Dimensionality & Converting Content into Vectors - A practical guide
PDF
Contextual (Dynamic) Embeddings and the Models Behind Them
PDF
Week 1 - Fundamentals of AI and Prompt Engineering
AI Foundations [Session Deck]
PDF
Advanced Prompting [Session Deck]
PDF
Advanced AI Tools [Session Recording]
Video
03:04:22
Neural Networks and Machine Learning (Pre-recorded Lecture)
Video
00:27:38
Session Reference Docs [Including Prompt library]
External Link
Activation Function [Optional Read]
External Link
Peter's prompt library
External Link
Prompt Engineering Guide
External Link
Session 1 - Summary of transcript
External Link
Quiz 1
Exercise
Assignment - 1 Prompt Engineering
Assignment
Week 2 - Machine Learning
Types of Machine Learning Problems
External Link
Ensemble Learning
External Link
Precision & Recall
External Link
Machine Learning Beginner Guide [Session Resource]
PDF
Regression & Classification [Session Resource]
PDF
Ensemble Learning [Session Resource]
PDF
Linear & Logistic Regression [Session Resource]
PDF
MLU - Explain [Session Resource]
External Link
Week 3 - LLM and Neural Network
Hands-on with Hugging Face [ 21st sept Sunday Session Recording]
Video
03:08:34
Introduction to Neural Networks and LLMs [Session Deck - 1st Nov]
PDF
Evaluation & Metrics of LLM Products [Session Deck - 2nd Nov]
PDF
Neural Networks and LLM Foundations [Session Deck]
PDF
LLM Hands on Hugging Face [Session Deck]
PDF
Machine Learning Core
PDF
Handout - Text Classification Wrapper Assignment
PDF
Code for Text - Classification files
PDF
5 ways Uber is using AI [Case Study] [2025]
External Link
Google Certification - LLM Models
External Link
Transformer Explainer
External Link
Transformer view simulator
External Link
Playground - Neural Network
Content Reference Links
Quiz 2
Exercise
Assignment 2 - Hugging face (Amazon Auto-train)
Assignment
Week 4 - LLM Evaluations
Evaluation and metrics of LLM Products [Saturday Session deck]
PDF
Image models[Sunday Session Deck]
PDF
Automatic Evals OpenAI Files
ZIP
AI Evals Sample Data Sheet - Amazon Chatbot Evals
DOC
Advanced Prompting [Saturday Session Deck]
PDF
Evaluation & Metrics for LLM Products [Sunday Community Session]
PDF
LLM andd Prompt Output Evals [28 Sep 2025 Sunday Session]
Video
02:44:52
Session Materials: Prompt Library (Part I)
PDF
Session Materials: Prompt Library (Part II)
PDF
Open AI - Guide to Build AI agents
External Link
Peter Personal Prompt Library
External Link
Prompt Engineering Guide
External Link
Research Paper - Tuning
External Link
Reinforcement Learning
External Link
Research Paper - Chain of thought
External Link
Research Paper - Self consistency improves chain of thought
External Link
Tree of Thoughts: Deliberate Problem Solving with Large Language Models
External Link
Quiz 3
Exercise
Assignment 3 - Prompt Engineering
Assignment
Session Resources
Week 5 - Vibe Coding
AI for Product Managers [Session Deck]
External Link
No code AI for Non-techies [Session Deck]
External Link
AI Design Prompt Library
External Link
AI enabled for Product Management [Concept Session Decks]
External Link
Vibe Coding [Session Resources]
External Link
AI for Product Managers - Prompts across the lifecycle
External Link
Assignment 4 - Product Lifecycle (5 Phases)
Assignment
Week 6 - Building Agents
Advanced AI tools [Session Recording 14th Feb]
Video
03:04:22
MCP, A2A and Product Metrics [18th Jan Cohort 9 Session]
Video
03:07:47
Guide for building AI agents in N8N
External Link
Agentic AI - Practical Hands on Part 1
Video
00:38:10
Agentic AI - Practical Hands on Part 2
Video
01:49:07
Agent Creation
External Link
Stock Analysis AI Agent
PDF
Chatbot - Basic System Message
PDF
Knowledge base for chatbot [Myntra chatbot database]
DOC
Updated System Message [Myntra]
PDF
Telegram setup
PDF
CRO workflow
PDF
Video to blog generator
PDF
AI Voice Agent
PDF
Assignment 5 (Final)
Assignment
AI Sprint
External Link
Week 7 - Code Based Agentic AI
Agentic AI Hands-on II [25th Jan Cohort 9 Session recording]
Video
01:28:04
VS Code Installation [Jupyter Extension]
PDF
Hands-on with LLMs - Rutvik Acharya [ Tuesday Speaker Session]
Video
01:18:19
Hands-on with LLMs [Speaker Session Deck]
External Link
Prompting Frameworks Python Notebook - [Tuesday Speaker Session]
External Link
Week 8 - Build Single & Multi-Agent Systems Using AtuoGen
Responsible AI
Responsible AI, GAN, RAG, and Agents
Agentic AI artifact - Understanding the relationships between AutoGen, LangChain, n8n, and other AI
External Link
Building Single and Multi agent systems
PDF
AI Product Metrics and Product Interviews
External Link
Ai Image generation to RAI
PPT
MCP, A2A & Product Metrics [ C9 Session Recording]
Video
03:07:47
Capstone Project
Capstone Playbook
External Link
Previous Capstone Project Concept Ideas
PDF
Final Exam
Final Exam
Exercise
Session Recordings
Pick the right LLM model - Part 1
Video
02:06:36
Pick the right LLM model - Part 2
Video
01:03:20
Github Copilot Portfolio Creation [ Session Recording]
Video
03:16:58
PS Club Events
Build AI Products with Streamlit - Harsh Agarwal [Senior Data Scientist - Walmart] [ 8th Feb]
Video
01:05:16
Course Instructor
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