Social And Emotional Learning Courses

Alfredo Canziani

Energy Based Models and Self-Supervised Learning

Explore energy-based models, latent variables, and self-supervised learning. Dive into EBM training, inference, and comparison with probabilistic models. Discover contrastive methods and applications like K-means and BERT.

• YouTube
• 1 hour 37 minutes
• Self-Paced
• Free Video

Alfredo Canziani

History, Motivation, and Evolution of Deep Learning

Explore the history, motivation, and evolution of deep learning, covering key concepts like gradient descent, backpropagation, CNNs, and feature extraction in neural networks.

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

CAE in Cybersecurity Community

Social Engineer Your Students Before They Social Engineer You

Learn techniques to teach social engineering in cybersecurity, covering human factors, psychology, and defense against human vulnerabilities. Gain insights on incorporating this crucial topic into curriculum effectively.

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

Association for Computing Machinery (ACM)

Meta Transfer Learning for Early Success Prediction in MOOCs

Explore innovative deep learning techniques for predicting student success in MOOCs, focusing on meta transfer learning and attention layers to enhance early intervention strategies.

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

Association for Computing Machinery (ACM)

Built for Profit, Repurposed for Research - Using Advertising APIs to Collect Social Media Data

Explore innovative methods for collecting social media data using advertising APIs, focusing on Facebook's audience estimates for research in migration, poverty mapping, and digital gender gaps.

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

Association for Computing Machinery (ACM)

Celebrating Technology Leaders - Machine Learning Careers: Looking Beyond the Hype

Insightful discussion on machine learning careers, exploring the gap between hype and reality, problem identification, success metrics, and navigating the evolving ML landscape with expert panelists.

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

Association for Computing Machinery (ACM)

Machine Learning for Algorithm Design

Explore data-driven algorithm design using machine learning, combining theoretical foundations with practical applications to improve performance for various combinatorial problems.

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

Association for Computing Machinery (ACM)

Learning Transferable Human Behavior Representations From Sensor Data - Flora Salim

Explore techniques for learning transferable human behavior representations from sensor data, including challenges, preprocessing, and applications in various domains.

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

Association for Computing Machinery (ACM)

Deep Learning Day - Advances in Theory, Systems, and Applications

Comprehensive exploration of deep learning featuring expert talks on scaling, debugging, and advanced techniques. Covers theoretical foundations and practical applications across various domains.

• YouTube
• 8 hours 31 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Luis von Ahn: Pioneering Crowdsourcing and Language Learning with Duolingo

Pioneering crowdsourcing: From reCAPTCHA to Duolingo. Insights on harnessing collective intelligence for free language learning, tech entrepreneurship, and the impact of accessible education.

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

Association for Computing Machinery (ACM)

Learning from Data: The Two Cultures

Explore statistical and task modeling approaches in AI, their strengths, limitations, and the importance of integrating principles from both cultures for more robust and responsible machine learning.

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

Association for Computing Machinery (ACM)

Deep Learning and Software Engineering - A Retrospective and Paths Forward

Explore deep learning's impact on software engineering, including code suggestion and program repair. Discover current research, challenges, and future directions in this emerging field.

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

Association for Computing Machinery (ACM)

Learning Symbolic Equations with Deep Learning

Explore deep learning techniques to extract symbolic equations from Graph Neural Networks, with applications in physics and cosmology. Discover novel analytic formulas and improve model interpretability.

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

Association for Computing Machinery (ACM)

KDD 2020: Robust Deep Learning Methods for Anomaly Detection

Explore robust deep learning techniques for anomaly detection, focusing on auto-encoders and their applications in video surveillance and image analysis.

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

Association for Computing Machinery (ACM)

Deep Learning for Search and Recommender Systems in Practice

Explore deep learning techniques for search and recommendation systems, covering document retrieval, ranking, personalization, and evaluation metrics. Learn about pointwise, pairwise, and listwise ranking approaches.

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