In machine learning, we typically work with input pairs (x, y), and we try to figure out how x and y depend on each other.To do so, we gather many such pairs... (more…)

As machine learning increasingly affects people and society, it is important that we strive for a comprehensive and unified understanding of potential sources of unwanted consequences. For instance, downstream harms to particular groups are often blamed o... (more…)

Here’s what you need to know about performance measure optimization for classification and regression models in machine learning. Check it out. (more…)

I have been learning about machine learning and deep learning (ML/DL) for the last year. I think ML/DL is here to stay. I don't think this i...

Graphcore, a $2.8B AI startup, looks like a failure! Their hardware and software simply don’t measure up. They are require twice as much 7nm silicon to achieve slower results with worse prici… (more…)