Computational Genomics Summer Institute CGSI Courses

Applications of AI in Healthcare: From EHR to Imaging - CGSI 2024

1 rating

Explore AI applications in healthcare, from electronic health records to medical imaging. Discover how deep learning enhances tumor identification, stroke detection, and depression prediction.

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

Models and Methods for Spatial Transcriptomics - CGSI 2023

1 rating

Explore models and methods for spatial transcriptomics, focusing on alignment, integration, and modeling of gene expression variation in spatially resolved data.

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

Lessons from the Largest Genome-Wide Association Study of Human Height

1 rating

Explore insights from the largest genome-wide association study on human height, examining genetic variants, heritability, and the impact of rare variations on this complex trait.

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

Operationalizing Reliability and Equity in Healthcare AI

1 rating

Explore the challenges and solutions for implementing reliable and equitable AI systems in healthcare with Shalmali Joshi's insightful presentation from CGSI 2024.

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

DNA Methylome Analysis - From Short-Read to Long-Read Sequencing Technologies

Explore DNA methylome analysis techniques spanning short-read to long-read sequencing technologies with computational tools and methodologies for genomic research.

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

Some Fundamentals of Generative Models

Discover core principles of generative models through expert insights on diffusion processes, preference learning, and inference-time scaling techniques.

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

Developing the Mathematical Foundations of Explainability and Using Them to Catch an LLM in a Lie

Explore mathematical foundations of AI explainability and techniques for detecting deception in large language models through computational genomics applications.

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

Fun with Phecodes - Next-Generation Phenotyping for Enhanced Discovery Research

Discover how phecodes revolutionize medical phenomics research and enhance genomic discovery through standardized phenotype classification systems.

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

Finding and Phenotyping Rare Disease in the EHR

Discover methods for identifying and characterizing rare diseases using electronic health records, exploring phenotyping approaches and computational techniques for genetic research.

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

Digital Phenotyping for Psychiatric Genetics

Explore how wearable devices and AI revolutionize psychiatric genetics research through digital phenotyping methods and genetic association studies.

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

Deep Neural Network Models for Inference of Cellular Dynamics and Underlying Regulatory Networks - Granger Causality and RITINI

Discover deep neural network models for inferring cellular dynamics and regulatory networks using Granger causality and RITINI methods in computational genomics.

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

Learning Representations for Biomedical 3D Imaging and Tabular Data

Explore advanced machine learning techniques for analyzing biomedical 3D imaging and tabular datasets to extract meaningful representations for computational genomics applications.

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

New Approaches for Causal Inference from Genomic Data

Discover innovative methods for establishing causal relationships in genomic datasets through advanced statistical and computational techniques.

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

Mutational Signatures in Cancer - Interplay of DNA Damage and Repair

Explore the intricate relationship between DNA damage and repair mechanisms through mutational signatures in cancer genomics and computational approaches.

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

Modeling Dementia Risk in Real World Data

Explore advanced computational methods for modeling dementia risk using electronic health records and genetic data from diverse populations.

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