Social And Emotional Learning Courses

Stanford CS234: Reinforcement Learning - Winter 2019

Explore reinforcement learning fundamentals to advanced techniques, covering policy evaluation, deep Q-learning, imitation learning, policy gradients, fast RL, and Monte Carlo tree search.

• YouTube
• 19 hours
• On-Demand
• Free Online Course

Stanford CS330: Deep Multi-Task and Meta Learning

Explore advanced machine learning techniques for efficient learning across multiple tasks, including optimization-based meta-learning, Bayesian approaches, and reinforcement learning applications.

• YouTube
• 18 hours
• On-Demand
• Free Online Course

Domain Adaptation with Invariant Representation Learning - What Transformations to Learn?

Explore domain adaptation in machine learning, focusing on invariant representation learning and its challenges. Learn about novel techniques for optimal feature mapping across domains.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Deep Learning Methods for Electrocardiograms and Echocardiograms

Explore cutting-edge deep learning methods for ECG and echocardiogram analysis, outperforming traditional algorithms and offering insights into cardiovascular imaging interpretation.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Adversarial Debiasing With Partial Learning - Medical Image Studies

Explore adversarial debiasing techniques to reduce racial disparities in medical AI models for chest X-rays and mammograms while maintaining overall performance and trustworthiness.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Towards Generalist Imaging Using Multimodal Self-Supervised Learning - Mars Huang

Exploring multimodal self-supervised learning for generalist medical imaging AI, addressing limitations of supervised learning and clinical context integration in automated image analysis.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Learning the Structure of EHR with Graph Convolutional Transformer - Edward Choi

Explore graph convolutional transformers for learning EHR structure, combining graph convolution and self-attention for supervised prediction tasks in healthcare analytics and representation learning.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Exploring the Implications of Machine Learning for Cognitive Disabilities

Exploring machine learning's potential to enhance cognitive disability support through natural language processing, emotion detection, and autonomous systems for improved understanding and interaction.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Information Theory of Deep Learning - Naftali Tishby

Explores the connection between deep learning and information theory, offering new insights into neural network design, generalization, and optimization through an information bottleneck framework.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Video

Petascale Deep Learning on a Single Chip

Innovative deep learning processor architecture for improved efficiency and performance, featuring strategies to reduce data movement and enhance scalability for next-generation models.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Stanford Seminar - Partisan Gerrymandering and the Supreme Court: The Role of Social Science

Explore partisan gerrymandering, legal challenges, and social science's role in measuring electoral fairness. Gain insights on redistricting metrics and their potential impact on future elections and political reform.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

NVIDIA GPU Computing - A Journey from PC Gaming to Deep Learning

Explore NVIDIA GPU's evolution from gaming to deep learning, covering key architectures and applications in supercomputing, data centers, and autonomous vehicles.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Impact Investing and Scaling Social Ventures in South Asia

Explore impact investing and scaling social ventures in South Asia with insights from industry experts on entrepreneurship trends, challenges, and opportunities in the region.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Stanford Seminar - New Trends in Social Entrepreneurship in India

Explore emerging social entrepreneurship trends in India, focusing on sustainable development goals and innovative ventures like the Bombay Hemp Company.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Rich Talk-Rich Learning- How to Establish a Culture of Constructive Conversation

Explore strategies for fostering meaningful student discourse across disciplines, enhancing content-area learning through conversation, and improving teaching through regular lesson evaluation.

• YouTube
• 55 minutes
• On-Demand
• Free Video