Let me start this blog with a short introduction. My name is Filip Piekniewski and I'm a researcher working on topics of artificial intelligence, machine learning, perception etc (check my website for more info). For the past six+ years I've been working at Brain Corporation in San Diego. The company has ambitious goal of building brains for robots and the work we've been doing is quite unique. I'd like to use this blog to share some of my thoughts on Machine Learning, from a slightly different perspective than a lot of the mainstream, namely from the perspective of actually applying these techniques to a physical device existing in physical reality. As we've learned, this is a whole different ballpark than running your algorithm on a dataset in a sterile, digital world. I hope you will find this read entertaining.