Explore the frontiers of medical AI in therapeutics and workflows through this 46-minute Stanford University lecture by Andre Esteva. Delve into how multi-modal AI supports complex decision-making for cancer treatments and the repurposing of natural language processing for custom-generated protein therapeutics. Discover the development of a COVID-specialized search engine and its potential to empower health systems in securely searching sensitive data. Learn about AI-enabled medical diagnostics, including computer vision algorithms for cancer detection and video analysis for behavioral conditions like autism. Gain insights into AI-driven personalized oncology treatments and the speaker's extensive experience in artificial intelligence and computer vision research.
Overview
Syllabus
Introduction
Medical AI
Precision Medicine
Prostate Cancer
Prostate Cancer Worldwide
Current Standard of Care
RCAUC Curve
Capitalmeyer Analysis
SFTC Analysis
Protein Engineering
Protein Design
NLP
Lab Validation
Design Proteins
Workflow Optimization
Coast Search
Trek Search
Semantic Search
System Architecture
Competition Results
Questions
Taught by
Stanford MedAI
