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Capstone AI Lab for Business Leaders
Getting Started with Capstone Project Lab
What to expect in this Capstone Lab (62:26)
42 Day Plan - Business Problem to an AI Model and your student journey
Your Capstone Lab Team - Data Science, Data Engineer, Product/Business Manager (1:17)
Setting up your Lab
Industry Business Problem 1 - Customer Behavior AI
Industry Business Problem 2 - Asset Tracking for Preventive Maintenance
Subscribe to the Weekly Communication Channel about Capstone Lab
Session 1: Business Problem to Problem Statement Development
Live Session 1 - Business Problem to Problem Statement, and NoCodeAI demo of a Machine Learning Model
Live Session 1 Deck - Business Problem to Problem Statement, Questions to ask, Metrics, approach
AI Learning Resources: Draw With Google (Talk to an AI)
Steps to take a business problem and arrive at a problem statement
Session 2: Steps to arrive at a Problem Statement
Live Session 2: Recording of industry business problems with data owners and how to arrive at a problem statement
Companion deck Session 1 and 2 combined about Problem Statement Development
Session 3 : Wrapping up Problem Statement and Understanding AI Models
Live Session: Team Discussion of Challenges in Arriving at a Problem Statement
Live Session: 4P Approach to Developing Problem Statement
Companion deck to Session 3 about Problem Statement and Intro to AI Models
Live Session 3: Problem Statement, Job Roles in AI Project and Intro to AI Models for Business Users
Companion Chat to Session 3 - Problem Statement Team Questions and Understanding AI Models Quiz Machine Learning vs Deep Learning
Session 4: Problem Statement Review by Teams
Live Session 4: Problem Statement 4 P review of Teams
Session 5 - Understanding Data Needs to prepare for building AI
Session 5: Understanding Data Needs for AI and Intro to Feature engineering
Ref: IBM Garage's Understanding Data Needs for AI
Session 6: NOCODEAI Speaker and Followup Class discussion about ML Recall and Accuracy
Guest Speaker: Jon Reilly of Akkio (AUTOML)
Session 6: Class Discussion about Data for NOCODEAI and AI Confusion Matrix
Session 7: Algorithms and Model Fitting (Theory and Live Hands-on Lab)
AI Models: Data science for the Business User (Part 1 Theory of AI Models)
AI Models: Data science for the Business User (Part 2 Theory of AI Models)
Special Weekend Session: No-Code AI Live Hands-on Lab Model Fitting: AutoAI and Akkio live session
Dataset: Telco Customer Churn Dataset (Thanks to Akkio for this data)
Session 7 Companion Deck for AI Models and Live Lab
Part 6: Telling the Story and Different Roles in the AI Team
AI Business Case Study - Telling the Story
AI Product Management
AI Business Model Generation
Your Capstone Lab Team - Data Science, Data Engineer, Product/Business Manager
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