Summary A Talk on biases in Machine learning and how it is impossible to fulfill all fairness principles.

Summary A Talk on biases in Machine learning and how it is impossible to fulfill all fairness principles.

Machine Bias and Probublica by Kenneth Enevoldsen | 2021-05-15
A Brief introduction Propublica and COMPAS
Press S key to view PB, article (“Bias in errors”) -> response from northpoint (“statistical parity”) -> research (“both are not possible”) Three fairness conditions Well-calibrated, statistical parity

Encoding SNP’s using CNNs by Kenneth Enevoldsen | 2021-05-18
Agenda What we did Convolutional Neural Networks Alternative approaches Denoising Autoencoder Input data SNP Encoding:
0 1 2 NA 0 0 1 1 0 1 1 0 Example data

A curated list of teaching resources for the convenience of myself and others.