Adversarial Attacks & Defenses

Understand adversarial machine learning attacks including FGSM, PGD, and black-box methods, plus proven defense techniques.

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7
Lessons
100%
Free

Course Lessons

Follow these lessons in order for the best learning experience.

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1. Adversarial ML Overview

Lesson 1 of 7 in the Adversarial Attacks & Defenses course.

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2. White-Box Attacks FGSM PGD

Lesson 2 of 7 in the Adversarial Attacks & Defenses course.

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3. Black-Box Attack Methods

Lesson 3 of 7 in the Adversarial Attacks & Defenses course.

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4. Transferability of Attacks

Lesson 4 of 7 in the Adversarial Attacks & Defenses course.

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5. Adversarial Training

Lesson 5 of 7 in the Adversarial Attacks & Defenses course.

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6. Certified Defenses

Lesson 6 of 7 in the Adversarial Attacks & Defenses course.

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7. Defense Evaluation

Lesson 7 of 7 in the Adversarial Attacks & Defenses course.

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