Machine Learning Courses and Certifications

TheIACR

Machine Learning and Security - The Good, the Bad, and the Hopeful

Explore machine learning's impact on security, examining its successes, vulnerabilities, and potential solutions. Gain insights into adversarial robustness and cryptography's role in enhancing ML security.

• YouTube
• 48 minutes
• Self-Paced
• Conference Talk

CAE in Cybersecurity Community

Vulnerability of Machine Learning Algorithms to Adversarial Attacks for Cyber-Physical Power Systems

Explore vulnerabilities in machine learning algorithms for cyber-physical power systems and learn about potential adversarial attacks and their implications.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

CAE in Cybersecurity Community

Building a Smart Secure Manufacturing Testbed Using Zero Trust Model, Machine Learning and 5G

Explore innovative manufacturing security using Zero Trust, Machine Learning, and 5G in this research-driven presentation on building a smart, secure testbed for the future of industrial operations.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

OWASP Foundation

Security of Machine Learning Systems

Explore security challenges in AI and ML systems, including adversarial attacks and MLOps. Learn to apply pen testing skills to ML, with demonstrations on manipulating image recognition and NLP models.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Devoxx

Beyond Logs - Real-Time Anomaly Detection with Machine Learning

Explore real-time anomaly detection using machine learning on logs and traces. Learn to treat application data holistically, enabling intelligent monitoring and complex issue identification beyond traditional alerts.

• YouTube
• 43 minutes
• Self-Paced
• Conference Talk

RSA Conference

Detecting Website Intrusion and Account Compromise with Machine Learning

Explore machine learning techniques for detecting website intrusions and account compromises, covering data analysis, feature engineering, and real-time integration in open environments.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Great Learning

Introduction to XGBoost - Machine Learning Tutorial

Comprehensive tutorial on XGBoost: from basic principles to hands-on implementation. Learn gradient boosting, parameter tuning, and model evaluation for real-world machine learning applications.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Simons Institute

New Models of Human Hearing via Machine Learning

Exploring machine learning models to understand human auditory abilities and brain function, with implications for auditory prosthetics and behavioral insights.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

TheIACR

Machine Learning and Side-Channel Analysis I - CHES 2023

Explore cutting-edge applications of machine learning in side-channel analysis, featuring expert presentations and discussions on the latest advancements in cryptographic hardware security.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

TheIACR

Privacy-Preserving Machine Learning Workshop 2023 - Contributed Talks Session II

Explore cutting-edge research in privacy-preserving machine learning through expert presentations at the PPML 2023 workshop, covering innovative techniques and applications in the field.

• YouTube
• 1 hour 50 minutes
• Self-Paced
• Free Video

TheIACR

Privacy-Preserving Machine Learning - Invited and Contributed Talks

Explore privacy-preserving machine learning with expert Mariana Raykova and contributed talks from PPML 2023, covering cutting-edge research and advancements in secure AI and data protection.

• YouTube
• 1 hour 26 minutes
• Self-Paced
• Free Video

TheIACR

Privacy-Preserving Machine Learning Workshop - Invited and Contributed Talks

Explore cutting-edge research in privacy-preserving machine learning with expert talks and contributions at PPML 2023, covering innovative techniques and advancements in the field.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

TheIACR

Privacy-Preserving Machine Learning: Challenges and Opportunities - Invited Talk

Explore privacy-preserving machine learning with Sewoong Oh's invited talk at PPML 2023, covering cutting-edge techniques and advancements in protecting data privacy during ML processes.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

Fireside Chat on PyTorch and Machine Learning

Insightful discussion on PyTorch's development, AI trends, and the future of machine learning with industry experts Soumith Chintala and Merve Noyan.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

The Aspen Institute

Machine Learning on Madison Avenue

Explore how AI and technology are reshaping advertising, building trust with younger generations, and redefining marketing boundaries through innovative campaigns and collaborations.

• YouTube
• 52 minutes
• Self-Paced
• Free Video