English Courses

Multimodal Medical Research of Vision and Language - Jean-Benoit Delbrouck

Explore multimodal medical research combining vision and language, focusing on innovative tasks like Medical Visual Question Answering and Radiology Report Generation using advanced AI architectures and pre-training techniques.

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

Self-Training - Weak Supervision Using Untrained Neural Nets for MR Reconstruction - Beliz Gunel

Exploring untrained neural networks for MR reconstruction, comparing self-training and weak supervision methods to improve performance with limited data while addressing slow inference times.

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

Multimodal Opportunistic Risk Assessment for Ischemic Heart Disease - Juan Manuel

Innovative approach integrating body composition biomarkers from CT scans with electronic medical records to enhance ischemic heart disease risk assessment, outperforming current clinical risk scores.

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

Mandoline - Model Evaluation under Distribution Shift

Explores a novel framework for evaluating machine learning models under distribution shifts, using slice-based reweighting to improve performance estimation on target distributions.

• YouTube
• 47 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

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Patient-Specific COVID-19 Resource Utilization Prediction Using Fusion AI Model - Amara Tariq

Explore AI-driven prediction of COVID-19 resource utilization using fusion modeling, combining patient history and current indicators for efficient healthcare planning and allocation.

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

Understanding Scanner Utilization with Metadata Extraction - Pradeeban Kathiravelu

Real-time DICOM metadata extraction for analyzing scanner utilization in radiology. Niffler framework enables accurate performance metrics, supports ML pipelines, and improves resource management in healthcare networks.

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

Accelerating Clean Energy Transition and Why it Matters

Explore energy's impact on climate and society, learn to think critically about energy use, and discover ways to contribute to sustainability efforts with environmental engineering expert Diana Gragg.

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

Voices in the Code - A Story About People, Their Values, and the Algorithm They Made

Explore the development of a kidney transplant algorithm, examining ethical considerations, public participation, and the challenges of creating fair and transparent high-stakes software systems.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video