Social And Emotional Learning Courses

Alexander Amini

MIT Introduction to Deep Learning

Comprehensive introduction to deep learning fundamentals, covering perceptrons, neural networks, loss functions, gradient descent, backpropagation, and regularization techniques.

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

Hackaday

TinyML - Using Machine Learning on Microcontrollers to Recognize Speech

Learn to implement speech recognition on microcontrollers using TinyML. Train a neural network, convert it to TensorFlow Lite, and deploy it on an ARM board for real-time wake word detection.

• YouTube
• 1 hour 59 minutes
• Self-Paced
• Free Video

Hackaday

Cory Grosser- Understanding the Power of Emotional Design

Explore emotional design's impact on user interaction and product success. Learn to create instinctive, rational, and narrative triggers for effective design that resonates with users.

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

Black Hat

Zen and the Art of Adversarial Machine Learning

Explore security concerns in machine learning integration, including data extraction, model evasion, and biased outcomes. Learn operational guidance and tools for addressing these challenges.

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

Black Hat

Deepfake Social Engineering - Creating a Framework for Synthetic Media Social Engineering

Explore the risks of deepfake technology in social engineering, learn about a new framework for understanding these attacks, and discover practical countermeasures to protect against synthetic media threats.

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

Black Hat

Effective Vulnerability Discovery with Machine Learning

Explore machine learning techniques for effective vulnerability discovery in software dependencies, enhancing security analysis beyond traditional methods.

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

Black Hat

How I Created My Clone Using AI - Next-Gen Social Engineering

Explore AI-powered impersonation techniques for advanced social engineering attacks, including text, voice, and video cloning. Live demonstrations showcase creating realistic digital doppelgangers for online deception.

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

Black Hat

A Hacker's Guide to Reducing Side-Channel Attack Surfaces Using Deep Learning

Explore deep-learning techniques to identify and reduce side-channel attack vulnerabilities, leveraging AI explainability for efficient implementation assessment and improved security.

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

Black Hat

Practical Defenses Against Adversarial Machine Learning

Explore real-world attacks on ML systems, from recommendation engines to email filters, and learn practical defense strategies against adversarial machine learning threats.

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

Black Hat

Behind the Scenes - The Industry of Social Media Manipulation Driven by Malware

Unveiling the structured industry behind social media manipulation, from IoT botnets to reseller panels and residential proxies. Explores ecosystem, automation, and economic impacts.

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

Black Hat

Testing Your Organization's Social Media Awareness

Explore automated social media intelligence gathering techniques to identify potential targets within organizations and learn strategies for enhancing social media awareness and protection.

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

Black Hat

Bot vs. Bot for Evading Machine Learning Malware Detection

Explore automated evasion techniques against machine learning-based malware detection, including AI-driven approaches and strategies for model hardening.

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

Black Hat

Beyond the Blacklists - Detecting Malicious URL Through Machine Learning

Explore machine learning techniques for detecting malicious URLs beyond traditional blacklists, focusing on HTTP-based communications and behavioral modeling for improved malware detection.

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

Institute for Advanced Study

Everything You Wanted to Know About Machine Learning but Didn't Know Whom to Ask - Sanjeev Arora

Explore machine learning fundamentals, from text classification to image recognition, with insights on optimization, unsupervised learning, and language models in this comprehensive seminar.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Institute for Advanced Study

A Practical Guide to Deep Learning - Richard Zemel

Explore deep learning fundamentals, from perceptrons to neural networks, with practical insights on object recognition, vision, and advanced techniques like regularization.

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