Machine Learning Security Courses and Certifications

Using Machine Learning to Support Information Security

Explore machine learning applications in information security, covering types of ML, data gathering, and practical implementation strategies for InfoSec professionals.

• YouTube
• 1 hour
• On-Demand
• Conference Talk

USENIX Enigma Conference

When the Magic Wears Off - Flaws in Machine Learning for Security Evaluations

Explores biases in machine learning for malware classification, proposing constraints and metrics for realistic evaluation. Introduces TESSERACT framework to improve classifier performance and ensure fair comparisons.

• YouTube
• 24 minutes
• On-Demand
• Free Video

USENIX Enigma Conference

Spotting the Differences - Quirks of Machine Learning in Security

Explore challenges in applying machine learning to cybersecurity, including dataset issues, adversarial tactics, and evaluation problems. Learn about potential solutions and future directions in this field.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

USENIX Enigma Conference

Building Realistic Machine Learning Systems for Security

Explore building robust machine learning systems for malware detection, addressing challenges like low false positive rates, polluted data, and realistic adversarial attacks in security applications.

• YouTube
• 19 minutes
• On-Demand
• Free Video

BSidesLV

Using Machine Learning to Support Information Security

Explore machine learning applications in information security, covering fraud detection, spam filtering, and data quality improvement for enhanced cybersecurity strategies.

• YouTube
• 1 hour
• On-Demand
• Conference Talk

DefCamp

Machine Learning and Advanced Analytics in Today's Cyber Security

Explore machine learning and advanced analytics applications in modern cybersecurity, focusing on innovative techniques to enhance threat detection and response in today's digital landscape.

• YouTube
• 37 minutes
• On-Demand
• Conference Talk

Hack in Paris

To Serve Man - AI, Machine Learning & Deep Learning in Security

Explore AI, machine learning, and deep learning in cybersecurity through a lively debate. Experts discuss vendor claims, organizational readiness, and future implications, inviting audience participation.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Conference Talk

OWASP Foundation

Devil in the Haystack - Application Security Through Statistical Analysis and Machine Learning

Exploring statistical and machine learning techniques for in-app security at Salesforce. Focuses on adaptive, data-driven approaches for detecting and preventing attacks and abuses on the platform.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Web Summit

Machine Learning and Security

Explore the intersection of machine learning and security with chess legend Garry Kasparov, delving into the implications for technology and society.

• YouTube
• 23 minutes
• On-Demand
• Conference Talk

Inside Livermore Lab

Integrating Cyber Security and Machine Learning for Applications in Transportation Systems

Explore integrating cybersecurity and machine learning in transportation systems. Learn about challenges, research, and innovative solutions for securing Internet of Transportation and Intelligent Transportation Systems.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Analyzing the Security of Machine Learning for Algorithmic Trading

Explore adversarial attacks on ML-based algorithmic trading systems, evaluating robustness and discussing realistic attack scenarios in financial markets.

• YouTube
• 29 minutes
• On-Demand
• Free Video

USC Information Sciences Institute

Socially Responsible Machine Learning: Security, Robustness, and Beyond

Explore socially responsible machine learning, focusing on security and robustness. Discover methods to enhance adversarial robustness and address challenges in the era of foundational models.

• YouTube
• 58 minutes
• On-Demand
• Free Video

How to Rapidly Prototype Machine Learning Solutions to Solve Security Problems

Rapidly prototype machine learning solutions for security problems using practical techniques and real-world examples. Learn to leverage data science for effective cybersecurity.

• YouTube
• 54 minutes
• On-Demand
• Conference Talk

TheIACR

Physical Unclonable Functions: Machine Learning and Security Challenges

Explore machine learning applications for Physical Unclonable Functions, addressing challenges in simulation, optimization, and security while examining various attack strategies.

• YouTube
• 1 hour
• On-Demand
• Free Video

Predictive Analytics and Machine Learning - Real Use Cases for IT Security Professional

Explore real-world applications of predictive analytics and machine learning in IT security, covering data mining, modeling techniques, and practical implementation strategies.

• YouTube
• 56 minutes
• On-Demand
• Conference Talk