Lesson 2 of 87 min

Machine Learning vs. Generative AI

Learning goal: Tell predictive machine learning apart from generative AI — and recognize mixed products.

Lesson

Machine learning learns patterns from examples to classify, score, predict or recommend. Generative AI creates new content token by token, so repeated requests may differ. Modern products may combine prediction, retrieval and generation.

Example

One system gives an 87% fraud score; another writes the customer explanation.

Common mistake

Calling every automation generative AI.

Exercise

Classify three tools as predictive, generative, retrieval or mixed.

Commands to try

Curated workflow shortcuts from the Academy library — not necessarily native Claude commands.

Quick check

Is every ML system a chatbot?

Answer: No.