GDG-DevFest-Codelab-24

Collection of my Google DevFest/Codelab 2024 with topic "Crafting Resilient AI: A Hands-on Workshop on Attacks, Defenses, and Alignment".

Introduction

This repository contains various projects and code samples from the Google DevFest/Codelab 2024, with the focus about AI Alignment & Safety. Please go to the problems folder to fill in your code.

• Problem 1: AI Alignment & Safety with ShieldGemma
• Problem 2a: Adversarial Attack using FGSM on Deep Learning model
• Problem 2b: Projected Gradient Descent (PGD) Attack on Deep Learning model

Installation

To get started, clone the repository and install the necessary dependencies:

git clone https://github.com/linhkid/GDG-DevFest-Codelab-24.git
cd GDG-DevFest-Codelab-24

Solutions

For solutions, please click here to open in Google Colab if you cannot load it directly from Github:

• Solution 1: AI Alignment & Safety with ShieldGemma
• Solution 2a: Adversarial Attack using FGSM on Deep Learning model
• Solution 2b: Projected Gradient Descent (PGD) Attack on Deep Learning model