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M.I.T. Plans College for Artificial Intelligence, Backed by $1B

nytimes.com

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Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#71

Earlier quoted context omitted.

Ya, also Noam Chomsky, who has a bit of infamy, is an MIT professor of linguistics.

Interesting that you choose to remark on Chomsky's political views rather than the fact that he is one of the most influential (and highly cited) academics in modern history.

I’m pretty neutral on Chomsky’s politics. I’m only pointing out that he is controversial as any good liberal arts professor should be.

That being said, his LAD and UG theories have mostly not been useful, as we’ve seen to have done better with....ML (ironically enough).

Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#72
post #9

College of Statistics and Nonlinear Function Approximation

There is no subject under the name "Statistics and Nonlinear Function Approximation" that describes the algorithms involved in NLP. No subject or concept in the name "Statistics and Nonlinear Function Approximation" that describes the history and codification of breaking down an image into thousands of additional images and then performing the "statistics" - there is much more in ML/AI than what you'd like to call th…

Neural networks are all "nonlinear function approximation". Last I checked, the state-of-the-art in all the fields you mention is some variation of deep neural network.

Not to be despicable. On the contrary, function approximation is a very rich and deep topic.

Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#73

Earlier quoted context omitted.

Ya, also Noam Chomsky, who has a bit of infamy, is an MIT professor of linguistics.

Last year he took a position at Arizona.

He is still an emeritus professor at MIT.

Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#74
post #32
post #15

Earlier quoted context omitted.

That's much of the math behind AI, but there's much more to building real things with it. It's a cross-disciplinary field touching: - Math, as you say - Software engineering, especially data engineering - Design - since the the math and engineering enable new kinds of problems to be solved by computers, there's a lot of unexplored design territory - The domains of all the input and output modalities it touches, like…

I agree. I hope that M.I.T. is able to consolidate these domains in a cohesive manner. The mathematics of ML is super unfriendly because it borrows from so many inter-related domains. You'll end up with notation that uses sigma to represent both summation and covariance within a single expression, or inconsistencies with whether vectors are column vectors by default or row vectors. It makes your understanding of the…

In mathematics, good and consistent notation does help learning stuff; but I noticed that it can also have some sort of "parasitic" effect and interfere with the true understanding of things, and so I find it useful to try and see if I can understand something given a less elaborate notation (or without one at all).

In general, one has to remember that mathematical notation was invented to make calculations (on paper) more efficient and not with the goal of making it easier to understand things.

Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#75

This sounds like a direct response to two things (mostly): 1) CMU establishing a 'department' of AI (where MIT had merely an AI track within the CS program), and 2) Kai-Fu Lee's recent book on the rise and inevitable domination by China of all things AI-related -- inviting a new 'space race' between the superpowers. (A 'brain race'?) Yet I can't imagine why an entire 'college' of AI is needed. AI simply isn't a field…

> 1) CMU establishing a 'department' of AI (where MIT had merely an AI track within the CS program)

CMU's Machine Learning Department was founded in 2006, before the current AI hype cycle started. If this is MIT's response to a 'department' of AI, then MIT has been asleep for >10 years.

Perhaps you mean CMU's new undergraduate AI degree. But that is not a new department. It's merely a separate major within the existing school. And not really comparable to MIT's recent announcement, which is much more focused on research than new undergraduate majors.

> Yet I can't imagine why an entire 'college' of AI is needed. AI simply isn't a field that's deep or broad enough to warrant an entire college with a handful of distinct majors, like an engineering college or medical school.

The article discusses this point.

Let's start from the premise that MIT is going to focus a lot its hiring efforts on "Computational X" for all X in which it hires. There are basically three advantages to introducing a new academic unit instead of hiring Computational X people into the X department:

1. Collaboration

2. The "X" department might be ossified and unwelcoming to "Computational X". So from a P&T incentive structure perspective, starting a new department/college can make sense.

3. Naming rights => $$$

> Each of this college's AI degrees will span distinct problem or solution spaces? Not likely.

They're hiring 50 faculty, and half those lines will be dedicated to non computer scientists. That's larger than many R1 CS departments. So, they're certainly hiring enough manpower to run several innovative educational programs.

This also explains why it's a college instead of a department. Hiring historians, philosophers, MD/PhDs, biologists, engineers, and computer scientists into the any single pre-existing college would be pretty awkward.

Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#76
post #54

I'm conflicted on this. On one hand, academic donations are always great. On the other hand, Stephen Schwarzman has a record of giving large donations in exchange for naming rights. He gave $150 million to Yale to renovate the main campus center, called "Commons," into the "Schwarzman Center." He gave $25 million to his high school in exchange for naming rights bordering on autocracy, including having his portrait ap…

It's not as if this is an unusual thing. Stanford University is named for Leland Stanford. Carnegie Mellon University is named for Andrew Carnegie and Andrew&Richard Mellon. Duke University is named for the father of James Buchanan Duke. Purdue University is named for John Purdue.

Those people got to name universities by being rich and donating huge quantities of money. They weren't scholars, nor so far as I know were they especially virtuous people. They wanted their name on things. If Schwarzman does the same, it'll be nothing new.

We can go a lot further back, of course. Consider, for instance, King's College at the University of Cambridge. It's named for King Henry VI, who was no scholar and doesn't even seem to have been a particularly effective king. Balliol College at Oxford was named for John de Balliol, notably mostly for being extremely rich; it seems he didn't even particularly want to found a college but was told to do it as penance after some sort of dispute with the Bishop of Durham. That was in the thirteenth century.

Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#78

Is there any reason not to link to the MIT news itself? https://news.mit.edu/2018/mit-reshapes-itself-stephen-schwar... Why link to the nytimes when you can link to the actual source?

Because a press release has a different aim than a news article.

Re: M.I.T. Plans College for Artificial Intelligence, Backed by $1B

#80
post #13
post #9

College of Statistics and Nonlinear Function Approximation

Unfortunately, I think statistics will continue to be under-appreciated. All of my mathematics professors in undergraduate said that statistics and linear algebra are the two most useful fields of math to know and that dedicating time to studying them will pay dividends. It still surprises me when I apply for jobs today how few places, even financial or scientific firms, distinguish between statistics and mathematics…

I'd say probability (random processes) is more important, but maybe that is splitting hairs.
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