

Measuring Data
ArXiv Preprint
When you "measure data", you quantify its characteristics to support dataset comparison & curation.
You also begin to know what systems will learn. Many ML systems don't reason with this, we posit you should.
Intelligent & novel devices to interact with the physical world.
The science of using data to decide in the presence of uncertainty.
Making sure the stakeholders of automation are in the conversation.
I have been lucky to work with many brilliant, younger students:
Berkeley Undergrads
Other Students