Ethical Machine Learning: Creating Fair Models in an Unjust World, by Katharine Jarmul:
Slides (as a jupyter notebook): https://github.com/kjam/random_hackery/blob/master/talks/pydata-ethics.ipynb
Notes and other details: http://blog.kjamistan.com/pydata-amsterdam-keynote-on-ethical-machine-learning/