Session

Hacking Neural Networks: The Hidden Vulnerabilities of AI Systems

As artificial intelligence (AI) and machine learning (ML) revolutionize industries, from healthcare to finance and beyond, neural networks are at the heart of this transformation. But beneath their groundbreaking capabilities lies a hidden vulnerability: adversarial attacks. These subtle, often undetectable attacks can manipulate AI systems in ways that can be catastrophic for security-critical applications.

This session will expose the reality that neural networks, despite their sophistication, can be hacked with surprisingly simple techniques. We'll delve into how adversarial attacks exploit weaknesses in AI models, from tricking image recognition systems into misclassifying objects to manipulating financial models to produce faulty outcomes. Through real-world examples and a live demonstration, attendees will witness firsthand how seemingly minor changes in input data can have devastating consequences.

With AI rapidly becoming an integral part of modern cybersecurity defenses, the question isn't whether neural networks will be targeted, but when. This session will not only explore the mechanics of these attacks but will also arm participants with strategies to defend against them, highlighting the critical need for securing AI systems as they become increasingly integrated into our daily lives.

This talk is a must-attend for security professionals, AI developers, and anyone interested in the future of cybersecurity. As the AI landscape expands, understanding its vulnerabilities is crucial to protecting the systems that power our world.

Key Takeaways:
1. Multiple examples
2. A comprehensive breakdown of adversarial attacks and their potential to compromise AI systems.
3. Real-time demonstration of hacking a neural network. (maybe)
4. Insight into emerging defense mechanisms to secure AI systems.
5. Ethical implications of deploying vulnerable AI systems in critical applications.

Aviral Srivastava

Offensive security for the age of machine intelligence

Sunnyvale, California, United States

Actions

Please note that Sessionize is not responsible for the accuracy or validity of the data provided by speakers. If you suspect this profile to be fake or spam, please let us know.

Jump to top