Social And Emotional Learning Courses

BSidesLV

The Blooming Social Media Economics Built on Fake Identities

Explore the economics of social media built on fake identities, examining its impact and implications for online platforms and user interactions.

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

BSidesLV

No Silver Bullet - Multi Contextual Threat Detection via Machine Learning

Explore multi-contextual threat detection using machine learning, covering big data processing, modeling adversaries, and building custom solutions for defense at scale.

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

BSidesLV

Social Media in Incident Response Program

Explore integrating social media into incident response programs for enhanced situational awareness, flexible communication, and real-time information gathering during crises.

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

Derek Banas

Transfer Learning with TensorFlow - Live Coding and Explanation

Comprehensive live coding session on transfer learning with TensorFlow, covering model reuse, data processing, CNN architectures, and performance optimization techniques for efficient deep learning.

• YouTube
• 2 hours 23 minutes
• Self-Paced
• Free Video

Derek Banas

Octave Tutorial for Machine Learning

Comprehensive Octave tutorial covering basic to advanced concepts, including data types, math operations, vectors, matrices, and linear algebra for machine learning applications.

• YouTube
• 3 hours 15 minutes
• Self-Paced
• Free Video

Derek Banas

Learning Japanese - Free Tools and Techniques for Beginners

Comprehensive guide to learning Japanese using free tools, covering Hiragana, Katakana, Kanji, vocabulary, and pronunciation with practical tips and resources for self-study.

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

Security BSides London

Social Engineering - Phishing Stories

Explore real-world phishing stories and their impact on social engineering engagements, covering attack basics and types for effective cybersecurity awareness.

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

Security BSides San Francisco

Practical Threat Hunting With Machine Learning

Explore practical applications of machine learning in threat hunting and detection, featuring case studies of high-value detections from two years of research and implementation.

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

Security BSides San Francisco

Machine Learning - Too Smart for its Own Good

Explore machine learning limitations through a steampunk model, revealing why neural nets generate false positives without complex mathematics.

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

RSA Conference

Machine Learning Toolbox for Cybersecurity Risk Management

Explore machine learning techniques for cybersecurity risk assessment, including topic modeling, word embedding, and PCA. Learn to identify unknown risks and profile incidents effectively.

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

RSA Conference

Attacking Machine Learning - On the Security and Privacy of Neural Networks

Explore security vulnerabilities in neural networks, including adversarial examples and data extraction, to understand potential threats and necessary defenses in modern machine learning systems.

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

USENIX Enigma Conference

Data as a Social Science: Cultural Elements in Privacy and Security

Explore cultural dimensions of privacy and security in global tech, unlocking innovation through understanding diverse perspectives on trust, timing, and data management.

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

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
• Self-Paced
• Free Video

USENIX Enigma Conference

Cryptographically Secure Data Analysis for Social Good

Secure multi-party computation enables analysis of sensitive salary data to calculate pay disparities while maintaining confidentiality, demonstrating potential for social impact in privacy-constrained contexts.

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

USENIX Enigma Conference

Going Nuclear - Programmatic Protections against Extreme Vetting, Social Pressures, and Coercion

Explore programmatic options for protecting sensitive data against forced access, including a "nuclear" option to revoke access and wipe data when under threat.

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