Thanks for starting this thread!
Here are some talks I recommend:
FAT (Fairness, Accountability, Transparency) Conf Keynote by Latanya Sweeney
21 Definitions of Fairness by Arvind Narayanan
Here are links to a few of my blog posts/talks on this topic (also, I gave a keynote on bias in AI at QCon.ai a few weeks ago and will add the video link here once it’s available):
Facebook and privacy: it’s time to change the conversation
When Data Science Destabilizes Democracy and Facilitates Genocide
Bias in Word Embeddings workshop