YoVDO

AI CTF Solutions - DEFCon31 Hackathon and Kaggle Competition

Offered By: Rob Mulla via YouTube

Tags

Adversarial Attacks Courses Cybersecurity Courses Machine Learning Courses Prompt Injection Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Dive into a comprehensive video stream showcasing solutions for the AI Village DEFCon31 CTF competition on Kaggle. Explore various AI hacking techniques, including blackbox model attacks, cluster decryption, adversarial image attacks, OCR attacks, translation model attacks, LLM prompt injections, and more. Follow along as the presenter, who placed in the top 1% of the hackathon, breaks down each challenge and demonstrates effective strategies for tackling AI security problems. Gain insights into cutting-edge AI hacking methods and learn how to approach complex cybersecurity challenges in the realm of artificial intelligence.

Syllabus

Intro
What is a CTF?
Cluster 1 Blackbox Model Attack
Cluster 2
Cluster 3 Cluster Decryption
MNIST
CIFAR
Granny 1 Adversarial Image Attack
Granny 2 Adversarial with JPEG Compression
Granny 3 Single Pixel Attack
Pixelated OCR Attack
Spanglish Translation Model Attack
Pirate Flag LLM Prompt Injection
Semantle LLM Assisted Attack
Semantle2 LLM Assisted Attack
Pickle Python Pickle Exploit
Inversion Black Box Image Classifier Attack
Hush Speech to Text Attack
Passphrase Sentiment Model Attack


Taught by

Rob Mulla

Related Courses

Indirect Prompt Injections in the Wild - Real World Exploits and Mitigations
Ekoparty Security Conference via YouTube
Hacking Neural Networks - Introduction and Current Techniques
media.ccc.de via YouTube
The Curious Case of the Rogue SOAR - Vulnerabilities and Exploits in Security Automation
nullcon via YouTube
Mastering Large Language Model Evaluations - Techniques for Ensuring Generative AI Reliability
Data Science Dojo via YouTube
Indirect Prompt Injection Into LLMs Using Images and Sounds
Black Hat via YouTube