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Free Sample - ML Foundations for Business

This is a complete sample module from the full 10-module program. It includes all 6 deliverables so you can experience the full teaching loop: Read → Decide → Build → Debug → Explain.

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What's Inside This Sample

Module 1: "Is This Even an ML Problem?" - the most impactful module for decision makers who work with ML teams.

• Micro-lesson (60–90 min) - Learn the 7-line problem framing template that prevents wasted ML projects
• Knowledge Check Quiz - 6 real scenarios to test your judgment on ML problem framing
• Debug Drill - Find the leakage in a data scientist's work before it costs months
• Practice Lab - Frame problems using the StreamCart dataset in Google Colab
• Cheatsheet - One-page reference you can use at work that same day
• Explain-It Prompt - Write a stakeholder summary with a grading rubric

Why This Module?

The #1 mistake decision makers make is greenlighting projects that shouldn't be ML - or missing data leakage that inflates results. This module gives you a practical framework you can apply immediately, plus a debug drill that trains your eye for the most common pitfall in ML projects.

Start Here

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Module 1: Is This Even an ML Problem?

The 7-line problem framing template, leakage detection, and metric matching - everything you need to greenlight (or kill) an ML project with confidence.

→ Start Module 1

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Want the full program?

The complete ML Foundations for Business includes 10 modules covering everything from problem framing to LLMs, agents, and RAG - each with the same interactive teaching loop you see in this sample.

Email me at 189investmentai@gmail.com for details.

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Module 01: Is This Even an ML Problem?