Health Data Analysis Courses

Curation and Analysis of Annotated Medical Images Across Institutions - Xiaoyuan Guo

Explore techniques for curating and analyzing annotated medical images across institutions, focusing on data sharing challenges, anomaly detection, and OOD-aware image retrieval for improved dataset quality and future analysis.

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

MedAI - Training Medical Image Segmentation Models with Less Labeled Data - Sarah Hooper

Innovative semi-supervised method for training medical image segmentation models using minimal labeled data, achieving comparable accuracy to fully supervised approaches while significantly reducing labeling requirements.

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

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
• Self-Paced
• Free Video

Data-Efficient AI for Accelerating MRI Acquisition

Explore physics-guided AI techniques for accelerating MRI acquisition, including unsupervised and semi-supervised approaches. Learn about a new 1.5TB dataset for evaluating MRI reconstructions with clinically-relevant metrics.

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

Joint Learning Over Visual and Geometric Data

Explore joint learning approaches in visual and geometric domains to reduce supervision load, leveraging data correlations and self-supervision for improved performance and efficiency.

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

Precision Environmental Health Exposome Tracker - Fall 2022

Explore a powerful Personal Exposome Tracker for precision environmental health, focusing on innovative approaches to monitor and analyze individual environmental exposures.

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

Precision Health: Advancements and Applications - Session 3

Explore cutting-edge advancements in precision health with leading experts, discussing personalized medicine, data-driven healthcare, and innovative approaches to improve patient outcomes.

• YouTube
• 1 hour 32 minutes
• Self-Paced
• Free Video

Humanwide: A Precision Health Approach in Primary Care

Explore Stanford Medicine's Humanwide project, focusing on personalized health care through data-driven approaches and comprehensive patient analysis.

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

Predicting the Future of Precision Health - Panel Discussion

Experts discuss advancements in precision health, including personalized devices, digital health, and lessons from COVID-19, exploring future trends and challenges in healthcare innovation.

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

Project BASELINE Health Study: Building a Science Platform and Participant Community

Project BASELINE Health Study: Building a science platform and participant community for observational cohort studies. Explores design, objectives, data collection, and analysis using Terra platform.

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

Pre-symptomatic COVID-19 Detection and Remote Health Monitoring with Wearable Biosensors - Winter 2020

Explore wearable biosensors for pre-symptomatic COVID-19 detection and continuous remote health monitoring, featuring insights on mobile apps, data analysis, and innovative technologies like the Hexoskin biometric shirt.

• YouTube
• 1 hour 32 minutes
• Self-Paced
• Free Video

What's in Your Sweat: Health and Disease Insights - Stanford Radiology PHIND Seminar 2020

Explore sweat analysis for health monitoring, focusing on metabolite detection, chronic kidney disease applications, and the potential for non-invasive diagnostics in precision medicine.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Stanford Seminar - Intelligence Augmentation Through the Lens of Interactive Data Visualization

Explore interactive data visualization's role in human-machine partnerships, bridging mental models with machine learning, and addressing epistemological challenges in the era of generative AI.

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

Highly Optimized Quantum Circuits Synthesized via Data-Flow Engines

Explore highly optimized quantum circuit synthesis using data-flow engines. Learn about adaptive compression algorithms, efficient gate decomposition, and advanced simulation techniques for improved quantum computing performance.

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

The Digital Future of Health

Explore how digital technologies are revolutionizing healthcare across various fields, with insights on assessing new tech, improving access, and understanding emerging business models.

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