Machine Learning and Data Science for Medicine - A Vision, Some Progress and Opportunities
Alan Turing Institute via YouTube
Overview
Syllabus
Intro
Machine Learning & Clinical Practice
Machine Learning & Medicine: Vision
Machine Learning in Prognostic Research
Prognostic Modeling using Machine Learning
What is a pipeline?
Ensembles
Goal: predict the performance of ML pipelines
Interpretability
AutoPrognosis: Automating Prognostic Modeling
Related Works
AutoPrognosis: System Overview
AutoPrognosis: Pipeline Components
Automated Pipeline Configuration (1)
The Curse of Dimensionality
The Structured Nature of Hyperparameters
Bayesian Optimisation with Structured Kernel Learning
Benchmarks
Application to Cardiovascular Cohorts
AutoPrognosis: A Solution for MANY problems
Taught by
Alan Turing Institute