New project aims to 'reverse-engineer' the brain

The goal is to make computers learn the way humans do

Teaching computers to learn the way we do is widely considered an important step toward better artificial intelligence, but it's hard to achieve without a good understanding of how we think. With that premise in mind, a new $US12 million effort launched on Wednesday with aims to "reverse-engineer" the human brain.

Led by Tai Sing Lee, a professor in Carnegie Mellon University's Computer Science Department and the Center for the Neural Basis of Cognition (CNBC), the five-year project seeks to unlock the secrets of neural circuitry and the brain's learning methods. Ultimately, the goal is to improve neural networks, the computational models often used for AI in applications including self-driving cars, automated trading, and facial and speech recognition.

"Today's neural nets use algorithms that were essentially developed in the early 1980s," Lee said. "Powerful as they are, they still aren't nearly as efficient or powerful as those used by the human brain."

A computer might need to be shown thousands of labeled examples in order to learn to recognize an object, for example, while a human would require only a handful.

Trying to figure out why that's so will use a technique called two-photon calcium imaging microscopy. Researchers will record the signaling of tens of thousands of individual neurons in mice as they process visual information.

"By incorporating molecular sensors to monitor neural activity in combination with sophisticated optical methods, it is now possible to simultaneously track the neural dynamics of most, if not all, of the neurons within a brain region," said team member Sandra Kuhlman, assistant professor of biological sciences at Carnegie Mellon and the CNBC.

A massive data set will result, offering a detailed picture of how neurons in one region of the visual cortex behave, she added.

The project is funded by the Intelligence Advanced Research Projects Activity (IARPA) through its Machine Intelligence from Cortical Networks (MICrONS) research program, which is working to advance President Obama's BRAIN Initiative.

The CMU-led team will collaborate with other related projects and make multiple vast databases publicly available for research groups all over the world.

"The hope is that this knowledge will lead to the development of a new generation of machine-learning algorithms that will allow AI machines to learn without supervision and from a few examples, which are hallmarks of human intelligence," Lee said.

Another IARPA-funded project launched recently at Harvard shares a similar goal.

Join the newsletter!

Error: Please check your email address.
Show Comments

Blog Posts

To DMP or not to DMP?

There are plenty of brands that can benefit from plugging into a data management platform. But should you engage an agency to run one or bring it in-house?

Ben Willee and Richard Taylor

Spinach Advertising

Innovations in retail will bring creative and technology closer than ever

While approaching a customer in a shop and asking what you can help them with is Retail 101, how many of us actually enjoy being approached? Generally, you have to give the forced, fake smile and say, “Just browsing, thanks,” while screaming on the inside, “just leave me alone!” Maybe it’s just me?

Jason Dooris

CEO and founder, Atomic 212

There’s a brand in my digital soup

Not a day passes by in the life of business executives where digital innovation or the prospect of disruption is not front of mind. This in turn, drives an unrelenting flow of questioning, discussion and strategy papers.

Jean-Luc Ambrosi

Author, marketer

I need to be reborn before i can grow up & become a contestent.

Kaye Peterkin

Channel Nine's content now streamed digitally on 9Now

Read more

I hope The Block, will continue for many many more seasons.When i die, & grow up, I want yo come back as a contestent.

Kaye Peterkin

Channel Nine's content now streamed digitally on 9Now

Read more

Sounds a bit confusing, but also like there're quite a few benefits. So, it's a good idea to link it with crm and marketing automation? D...

Kirsten

To DMP or not to DMP? - Marketing automation - CMO Australia

Read more

cc

Marjorie Campbell

Talk to me, Facebook! Social net buys speech recognition company

Read more

This would have the be the worst company to ever use. They never get back to you, they over promise and under deliver and when you questi...

Samantha Colbert

Aussie entrepreneur Nick Bell sells WME Group to Melbourne IT

Read more

Latest Podcast

More podcasts

Sign in