KEYNOTE PRESENTATION: Fortifying AI - Strategies for Security and System Integrity скачать в хорошем качестве

KEYNOTE PRESENTATION: Fortifying AI - Strategies for Security and System Integrity

As AI continues to integrate deeper into critical sectors, the potential security risks it poses have become an essential area of focus. Attacks aimed at compromising the integrity of machine learning models or manipulating their data inputs could result in significant disruptions, impacting everything from personal data security to financial and national security. This keynote will explore recent threats, such as adversarial attacks and data poisoning, while examining the impact of AI’s vulnerability to novel exploits. You will also learn: How to identify and mitigate adversarial attacks to maintain the accuracy and reliability of machine learning models Strategies for enhancing AI training data integrity, preventing data poisoning, and ensuring trustworthy model development The role of real-time monitoring and AI audit trails in detecting anomalies, improving transparency, and ensuring system accountability Practical approaches to embedding security measures throughout the AI lifecycle