SERVING THE QUANTITATIVE FINANCE COMMUNITY

 
User avatar
ISayMoo
Topic Author
Posts: 1894
Joined: September 30th, 2015, 8:30 pm

Re: If you are bored with Deep Networks

April 30th, 2019, 1:23 pm

Both sources recommend the learning rate of 3E-4. Looks like we have a winner.
 
User avatar
Cuchulainn
Posts: 59409
Joined: July 16th, 2004, 7:38 am
Location: Amsterdam
Contact:

Re: If you are bored with Deep Networks

May 5th, 2019, 9:22 pm

  • "By 2030, PWC estimates the AI market to be worth the current GDP of China and India combined."
 
MarkBrezina
Posts: 62
Joined: April 28th, 2019, 10:58 pm
Location: CPH Denmark

Re: If you are bored with Deep Networks

May 5th, 2019, 9:25 pm

^Jesus!
 
User avatar
Cuchulainn
Posts: 59409
Joined: July 16th, 2004, 7:38 am
Location: Amsterdam
Contact:

Re: If you are bored with Deep Networks

May 6th, 2019, 7:55 am

In 1989 they predicted that the AI market in 1993 would be 3 billion.

BTW when can we expect patented AI products on a massive scale?
 
MarkBrezina
Posts: 62
Joined: April 28th, 2019, 10:58 pm
Location: CPH Denmark

Re: If you are bored with Deep Networks

May 6th, 2019, 9:12 am

What do you mean me making AI products?

If I had to suspect in general the patented AI products production becoming massive I would say it is already or has already happened?
 
User avatar
Cuchulainn
Posts: 59409
Joined: July 16th, 2004, 7:38 am
Location: Amsterdam
Contact:

Re: If you are bored with Deep Networks

May 6th, 2019, 11:06 am

Software + hardware products.

massive aka mainstream
 
User avatar
ISayMoo
Topic Author
Posts: 1894
Joined: September 30th, 2015, 8:30 pm

Re: If you are bored with Deep Networks

May 6th, 2019, 11:17 am

"Narrow AI" (aka Machine Learning) technologies adopted at massive scale:
- machine translation
- video captioning
- object & face recognition
- customer service chatbots
- driver assistance software in cars? (I don't know how much ML they use - certainly it's not end-to-end but modular)

Entering mainstream use:
- ML algorithms in "computational photography" (first on smartphones, later in digital cameras)
- Deep Learning raytracing algos in new NVidia video cards (RTX)
- DL autofocus algos in new Olympus and Sony cameras

AGI (Artificial General Intelligence) doesn't exist yet.
 
User avatar
ISayMoo
Topic Author
Posts: 1894
Joined: September 30th, 2015, 8:30 pm

Re: If you are bored with Deep Networks

May 6th, 2019, 11:23 am

Not mainstream use but with large economic or societal impact (entering use or already there):
- crime prediction
- drug discovery
- automated data labelling in life sciences and astronomy
- genetic data analysis
- fraud detection
- autonomous weaponry
- optimising compilers
 
User avatar
Cuchulainn
Posts: 59409
Joined: July 16th, 2004, 7:38 am
Location: Amsterdam
Contact:

Re: If you are bored with Deep Networks

May 6th, 2019, 2:49 pm

Nice summary. When will the 'laggards' jump on board?
 
User avatar
ISayMoo
Topic Author
Posts: 1894
Joined: September 30th, 2015, 8:30 pm

Re: If you are bored with Deep Networks

May 6th, 2019, 7:59 pm

Who knows? Sometimes corporations fail to notice the opportunity (like Big Pharma with protein folding). Sometimes the opportunity isn't there (e.g. there is little progress in automated theorem proving).
 
User avatar
ISayMoo
Topic Author
Posts: 1894
Joined: September 30th, 2015, 8:30 pm

Re: If you are bored with Deep Networks

May 6th, 2019, 9:04 pm

You should like this line of work, Cuch: https://arxiv.org/abs/1902.09592 (presented at ICLR this year)
 
User avatar
ISayMoo
Topic Author
Posts: 1894
Joined: September 30th, 2015, 8:30 pm

Re: If you are bored with Deep Networks

May 10th, 2019, 4:27 pm

It's not a bug, it's a feature

They want to solve the adversarial robustness problem by claiming that humans are wrong and computers are right.

Image

So now you know: the animal on the right is not a panda. It's a gibbon. We're just too limited computationally to notice the truth.
 
User avatar
katastrofa
Posts: 7947
Joined: August 16th, 2007, 5:36 am
Location: Alpha Centauri

Re: If you are bored with Deep Networks

May 10th, 2019, 5:30 pm

Like the race of New Men from PK Dicks's Our Friends from Frolix 8. The ML gnomes are losing touch with reality.
 
User avatar
Cuchulainn
Posts: 59409
Joined: July 16th, 2004, 7:38 am
Location: Amsterdam
Contact:

Re: If you are bored with Deep Networks

May 10th, 2019, 7:21 pm

Will we see GD doing a wiggle dance in our lifetime, Jim?

https://www.rte.ie/brainstorm/2019/0425 ... or-pollen/

My bees have access to a nature reserve. Many recruiters, less foragers?
 
User avatar
katastrofa
Posts: 7947
Joined: August 16th, 2007, 5:36 am
Location: Alpha Centauri

Re: If you are bored with Deep Networks

May 11th, 2019, 10:29 pm

Cognitive approach of spatial and temporal information processing in insects

One of the schools of AI assumes that it can't be realised without embodying it in a physical form interacting with the environment. I'm not convinced - a ping-pong ball or a thermometer come under this definition.
Last edited by katastrofa on May 12th, 2019, 3:42 pm, edited 2 times in total.
ABOUT WILMOTT

PW by JB

Wilmott.com has been "Serving the Quantitative Finance Community" since 2001. Continued...


Twitter LinkedIn Instagram

JOBS BOARD

JOBS BOARD

Looking for a quant job, risk, algo trading,...? Browse jobs here...


GZIP: On