Vocabulary

Understand the term. Connect the concept.

A practical dictionary of 512 AI, machine learning, mathematics, and programming terms from HerbDev’s AI Vocabulary app. Start with a definition, explore an example, then follow the concepts behind it.

Linked concepts open in a new tab. Audio reads the definition and example.

Mode Collapse

Generative AI · Level 3 of 5

Mode Collapse

A generative failure in which output covers too little of the data's variety.

A generator can produce convincing samples while missing many data modes.

Example

A generator produces almost the same face repeatedly.

Listen to the definition and example

Audio transcript

Mode Collapse. A generative failure in which output covers too little of the data's variety. A generator can produce convincing samples while missing many data modes. For example: A generator produces almost the same face repeatedly.

Explore this concept

Why it matters

This helps you reason about how content is generated and which limitations to check.

Start with

Generative Model

Related concepts

Quick recall question

Try answering before looking back at the definition.

Put the terminology into context: How AI works · Machine-native representations · All learning paths

Manage browser learning data

“Remove my test data” clears all AI 101 and ML 101 scores, reviews, project checklists and rating selections, plus saved vocabulary and recent history in this browser. Test entries cannot be separated from other learning progress. Cookie preferences, security protections, submitted feedback, contact emails and past analytics are kept.