Social And Emotional Learning Courses

Association for Computing Machinery (ACM)

Fairness in Machine Learning with Tulsee Doshi

Explore ML fairness principles, concerns, and mitigation strategies. Learn about Google's approach to inclusive AI development and tools for evaluating and improving fairness in machine learning models.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

PyTorch - A Modern Library for Machine Learning with Adam Paszke

Explore PyTorch's capabilities in machine learning, from research to production. Learn about its innovative solutions for efficient inference and its versatility across various ML scenarios.

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

Association for Computing Machinery (ACM)

Recommender Systems - Beyond Machine Learning with Joe Konstan

Explore advanced recommender systems beyond machine learning, focusing on user behavior and experience. Learn about successes, failures, and innovative approaches to personalization and evaluation.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Deep Learning Revolution: Turing Award Lecture by Geoffrey Hinton and Yann LeCun

Pioneers of deep learning discuss breakthroughs, applications, and future prospects of neural networks in AI, from handwriting recognition to medical imaging and autonomous vehicles.

• YouTube
• 1 hour 31 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Agile Data Science - Achieving Salesforce-Scale Machine Learning in Production

Explore Salesforce's approach to Agile Data Science, from AutoML and experimentation to deployment and monitoring. Learn how to scale machine learning in production and adopt truly Agile methodologies.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

LEMNA - Explaining Deep Learning Based Security Applications

Explore LEMNA, a novel technique for explaining deep learning models in security applications, addressing transparency concerns and improving interpretability for critical decisions.

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

Association for Computing Machinery (ACM)

Model-Reuse Attacks on Deep Learning Systems

Explore the security risks of using pre-trained models in machine learning systems, focusing on model-reuse attacks and their implications for AI safety.

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

Association for Computing Machinery (ACM)

ABY3 - A Mixed Protocol Framework for Machine Learning

Explore privacy-preserving machine learning with ABY3, a framework addressing data collection concerns through encrypted computations and secure multi-party protocols.

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

Association for Computing Machinery (ACM)

DeepMem: Learning Graph Neural Network Models for Fast and Robust Memory Forensic Analysis

DeepMem: A graph-based deep learning approach for fast and robust memory forensic analysis, using novel memory graph models and neural networks to enhance object detection in raw memory dumps.

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

Association for Computing Machinery (ACM)

Deep Fingerprinting: Undermining Website Fingerprinting Defenses with Deep Learning

Explore advanced website fingerprinting attacks using deep learning, challenging existing defenses and analyzing their effectiveness against Tor and other protective measures.

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

Association for Computing Machinery (ACM)

DeepCorr - Strong Flow Correlation Attacks on Tor Using Deep Learning

Learn about DeepCorr, a machine learning approach to enhance flow correlation attacks on Tor, exploring its architecture, effectiveness, and potential countermeasures.

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

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Machine Learning for Intrusion Attempt Detections

Explore machine learning for real-time intrusion detection in cybersecurity. Learn to build a system using AI techniques, featuring insights from Google's Lead Security Engineer Varun Kohli.

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

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InfoSec Deep Learning in Action

Explore deep learning applications in cybersecurity, including use cases, data pipelines, algorithms, and real-world deployment challenges. Learn how AI can combat ransomware and other cyber threats.

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

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Rage Against the IDOR's - Using Machine Learning Models to Detect and Stop Authorization Bypass Vulnerabilities

Explore ML techniques to detect and prevent authorization bypass vulnerabilities in web applications, focusing on successful attacks and minimizing false positives.

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

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Injecting Security Into Web Apps With Runtime Patching And Context Learning

Explore advanced web application security techniques using Runtime Application Self Protection (RASP) to prevent code injections and other vulnerabilities through dynamic analysis and patching.

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