← All episodes
Deep Learning Doesn't Mean What You Think — And That's a Problem
AI vs machine learning vs deep learning — and the marketing terminology shell game that exploits the confusion. The nested-circles diagram that finally makes it clear.
The Promise
- Clear vocabulary lets you read marketing material accurately
- Understanding the layers helps you scope projects and predict cost
The Risk
- Conflating these terms leads to wildly miscalibrated expectations
- Vendors exploit the confusion — knowing the difference protects your budget
What you’ll learn
We walk through the nested relationship: AI is the broad category, machine learning is the dominant approach inside it, and deep learning is one specific (and currently dominant) flavor of machine learning. Each layer has different strengths, costs, and risks.