Machine Learning Poisoning: How Attackers Can Manipulate AI Models for Malicious Purposes

The use of machine learning and artificial intelligence has been on the rise in various industries, including the field of cybersecurity. These technologies have shown great potential in detecting and mitigating cyber threats, but they also come with their own

Key Takeaways

• By the end of this presentation, attendees will have a better understanding of the dangers of machine learning poisoning attacks and the steps that organizations can take to protect their AI models and improve their security posture.
• The session will provide attendees with a comprehensive overview of machine learning poisoning attacks and their growing prevalence in the cybersecurity landscape. Attendees will learn about the different techniques used by attackers to manipulate learning algorithms or training data of AI models, and the potential consequences of a successful attack.
• The presentation will also include case studies of high-profile machine learning poisoning attacks, highlighting the impact they had on the organizations targeted. Attendees will gain insights into how these attacks were executed, and the lessons learned from them.

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Bio

Muhammad Shahmeer | CEO | Younite | Pakistan

Shahmeer Amir stands as a globally recognized Ethical Hacker, ranking as the third most accomplished bug hunter globally. His expertise has been instrumental in assisting over 400 Fortune companies, such as Facebook, Microsoft, Yahoo, and Twitter, in resolving critical security issues within their systems. Shahmeer’s entrepreneurial ventures in the Cyber Security realm have led to the establishment of multiple startups, with his current role involving the leadership of three startups across four countries. In his capacity as the CEO of Younite, Shahmeer’s flagship company is actively engaged in developing next-generation audio-video communication technologies. Additionally, he serves as the CEO of Veiliux, positioned as Asia’s inaugural mainstream Cyber Security startup with a presence in the Asia Pacific, UAE, and the UK. Authiun, another startup under Shahmeer’s leadership, offers a comprehensive passwordless authentication solution tailored for the 21st century.