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.

Adversarial Example

Responsible AI / Safety · Level 2 of 5

Adversarial Example

An input crafted to cause a model to behave incorrectly or undesirably.

Attack assumptions and allowed changes define the threat model.

Example

A small image perturbation changes a classifier's prediction.

Listen to the definition and example

Audio transcript

Adversarial Example. An input crafted to cause a model to behave incorrectly or undesirably. Attack assumptions and allowed changes define the threat model. For example: A small image perturbation changes a classifier's prediction.

Explore this concept

Why it matters

This helps you identify a concrete failure mode or evaluate the limits of a proposed control.

Start with

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.