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Deep Learning
Interpretable ML
Health Sector
Feature Effects in Machine Learning Models
We estimate interval-based feature effects in supervised learning models to improve interpretability of black box models.
R package source
Data Analysis for Helmholtz Zentrum München
Student consulting project for the Institut for Epidemiology on the association of metabolic pathways with coronary heart disease and diabetes.
Publication by Huth et al.
Literature
Fundamentals of Neural Networks
Seminar paper on why do neural nets work, essential building blocks of feedforward neural nets and training via gradient descent and back-propagation.
Slides
German Healthcare System - Risk Selection and Two-tier Medicine
Literature review on whether healthcare insurances can select for low-risk clients and how privately and statutory insured people are treated differently by healthcare providers.
Literature
Literature (.bib)
Measuring the effects of a general minimum wage
Literature review on minimum wage studies in the US. Does the result apply to the German labour market?
Literature
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