Rethinking Architecture Design for Data Heterogeneity in FL - Liangqiong Qu

Explores innovative architecture designs for federated learning in medical AI, focusing on Transformers to address data heterogeneity challenges and improve model performance across diverse healthcare institutions.

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

Frontiers of Medical AI - Therapeutics and Workflows

Explore cutting-edge AI applications in medicine, focusing on therapeutics and workflow optimization. Learn about AI-driven cancer treatment decisions, protein engineering, and specialized medical search engines.

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

Style Transfer Augmentations for Computational Pathology - Rikiya Yamashita

Innovative style transfer augmentation technique for improving machine learning model generalization in computational pathology, enhancing robustness to domain shifts and achieving state-of-the-art performance in classification tasks.

• YouTube
• 52 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

Self-Supervision & Contrastive Frameworks - A Vision-Based Review

Comprehensive review of self-supervised and contrastive learning frameworks in computer vision, exploring methodologies, performance, and potential applications in medical imaging.

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

Segmentation and Quantification of Breast Arterial Calcifications - Xiaoyuan Guo

Explore innovative techniques for segmenting and quantifying breast arterial calcifications in mammograms, aiming to improve cardiovascular risk assessment for women through non-invasive methods.

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

Few-Shot Chest X-Ray Diagnosis Using Clinical and Literature Images

Explore innovative few-shot learning methods for chest X-ray diagnosis using clinical and literature images, enhancing radiology image analysis with advanced machine learning techniques.

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

Creating Human-Computer Partnerships - Stanford Seminar

Exploring design strategies for effective human-computer partnerships, balancing user simplicity with system power, and enhancing human capabilities through interactive intelligent systems.

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

Overview of Transformers - Stanford CS25: Lecture 1

Comprehensive introduction to NLP, Transformers, and AI agents, covering history, functionality, recent breakthroughs, applications, and challenges in the field of artificial intelligence.

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

Aligning Open Language Models - Stanford CS25 Lecture

Explore the evolution of open language models, covering key techniques, datasets, and models like Alpaca and QLoRA. Gain insights into the future of aligning these models for easier use.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Demystifying Mixtral of Experts - Stanford CS25 Lecture

Explore Mixtral 8x7B, a Sparse Mixture of Experts model, with Albert Jiang. Learn about its architecture, expert routing, and how it processes 47B parameters while using only 13B during inference.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Towards Safe and Efficient Learning in the Physical World - Stanford Seminar

Exploring safe Bayesian optimization and model-based deep reinforcement learning for efficient, safe online learning in real-world applications like robotics and laser tuning.

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

Data Compression - Video Compression - Lecture 18

Explore video compression techniques, including motion estimation and compensation, in this Stanford lecture on advanced data compression methods for efficient multimedia storage and transmission.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Data Compression I - Course Introduction and Lossless Compression Basics - Lecture 1

Introduction to lossless data compression fundamentals, covering key concepts and techniques for efficient information storage and transmission.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Data Compression I - Lecture 2: Prefix Free Codes

Explore prefix-free codes in data compression, covering theory and applications. Gain insights from Stanford experts on efficient information encoding techniques.

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