Lessons from Large-Scale Machine Learning Deployments on Apache Spark.

I try to consolidate my MLSS 2020 notes in small blog posts and hope you might also find them interesting. I don’t try to cover the complete lectures but rather pick some pieces that I find important when working or doing research in ML. I anticipate this... (more…)

There are going to be millions of surprising applications of Machine Learning in coming years and decades, but I believe I've found one of the biggest ones...

Inference attacks against Machine Learning (ML) models allow adversaries to learn information about training data, model parameters, etc. While researchers have studied these attacks thoroughly, they have done so in isolation. We lack a comprehensive pict... (more…)

With a case study on the Hyperloop launch announcement... (more…)