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New Startup Sets Out to Bring Google-Style AI to the Masses

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Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#12
post #9

Earlier quoted context omitted.

Deep learning has become a buzzword that every CEO on the planet is going to put in his/her presentations. e.g Deep learning will allow us to identify new opportunities and capture more value from existing markets..blah blah blah.

is this the sexy re-brand that Machine Learning has been waiting for? (honest question.. are they the same thing?)

They are closely related but entirely different approaches. Most machine learning is relatively simple statistical models. Deep learning means ridiculously large models. Sometimes they have millions of parameters and require rooms full of GPUs running for weeks to train. But the capacity means they can learn far more complicated functions (like machine vision or language.)

Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#13
post #7

Earlier quoted context omitted.

'Deep learning' is the new 'big data'

Well, they are just trying to disrupt the big data space with enterprise level deep learning allowing better branding position and lessening inertia to allow quicker pivots. It makes sense to do this because we are at a inflection point where an autonomous thought leader can appropriate the mind share of the by market by leaning in to this space and bringing to bear value added innovation. Also, hacking. (passes out…

My firm offers the same service, but in a secure cloud.

Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#14
post #2

Am I the only person who is worried that AI start-up companies are going to use AI to insert "deep learning" into every pitch deck possible?

I'm not worried, but the term "deep learning" is indeed lame. What does it even mean?

It is "an approach to AI based on enabling computers to learn from experience and understand the world in terms of a hierarchy of concepts, with each concept defined in terms of of its relation to simpler concepts." [1]

[1] http://www.iro.umontreal.ca/~bengioy/dlbook/intro.html

Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#15
Having examples just executable from the website is invaluable, especially to excite more people. For fun:

Relatedness of Sentences (beta)

1 - not related at all

5 - an almost perfect paraphrase

Two men are taking a break from a trip on a snowy road

Two men are taking a break from a trip on a road covered by snow 4.05

Two men are taking a break from a trip on a road covered by rocks 4.13

Two men are taking a break from a trip on a road covered by mushrooms 4.23

Two men are taking a break from a trip on a road covered by hobbits 4.27

Plenty of work ahead :)

Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#16
> “deep learning,” teaching machines to recognize images and understand natural language using software that operates a bit like the networks of neurons in the human brain.

'understand natural language'?

Very far from it...

> I saw the movie, where the main actor's wife was so angry - but I was having a great day

Result 99% negative...

> he was hit hard

> he played a hit single

Relatedness 4.5, from 1-5

Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#17
post #15

Having examples just executable from the website is invaluable, especially to excite more people. For fun: Relatedness of Sentences (beta) 1 - not related at all 5 - an almost perfect paraphrase Two men are taking a break from a trip on a snowy road Two men are taking a break from a trip on a road covered by snow 4.05 Two men are taking a break from a trip on a road covered by rocks 4.13 Two men are taking a break fr…

[deleted]

Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#18
post #9

Earlier quoted context omitted.

is this the sexy re-brand that Machine Learning has been waiting for? (honest question.. are they the same thing?)

They are closely related but entirely different approaches. Most machine learning is relatively simple statistical models. Deep learning means ridiculously large models. Sometimes they have millions of parameters and require rooms full of GPUs running for weeks to train. But the capacity means they can learn far more complicated functions (like machine vision or language.)

Machine learning isn't an approach, its an entire discipline. Deep learning is just a specific category of implementation of a subset (neural nets) of machine learning.

They aren't entirely different approaches, considering deep learning is a form of machine learning...

Re: New Startup Sets Out to Bring Google-Style AI to the Masses

#19

Earlier quoted context omitted.

Well, they are just trying to disrupt the big data space with enterprise level deep learning allowing better branding position and lessening inertia to allow quicker pivots. It makes sense to do this because we are at a inflection point where an autonomous thought leader can appropriate the mind share of the by market by leaning in to this space and bringing to bear value added innovation. Also, hacking. (passes out…

My firm offers the same service, but in a secure cloud.

My firm offers an entire framework built around this service, except it is an enterprise version for 12000% more where the server is placed back into your company's data center.
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