Neural network film enhancement

B

bitrex

Guest
A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

<https://youtu.be/3RYNThid23g>
 
On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g


Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.
 
On 2/5/20 12:48 AM, boB wrote:
On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.

Imagine if it revealed a second gunman in 1963.
 
bitrex <user@example.net> wrote in
news:S0u_F.374143$ek.120125@fx48.iad:

On 2/5/20 12:48 AM, boB wrote:
On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net
wrote:

A neural network was used to enhance the film quality of
"Arrival of a Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks
are the answer to.... Hopefully I retire soon enough that I can
learn about NN's enough to see if I can get something started.




Imagine if it revealed a second gunman in 1963.

What about the guys with the shovels who made that guy disappear?:)
 
On 05/02/20 07:20, bitrex wrote:
On 2/5/20 12:48 AM, boB wrote:
On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL !  Great application for this.

I have a couple of applications that I believe neural networks are the
answer to....   Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.




Imagine if it revealed a second gunman in 1963.

If it doesn't, tweak some parameters and run it
again until it does.
 
On Tue, 04 Feb 2020 21:48:16 -0800, boB <boB@K7IQ.com> wrote:

On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.

Did the NN enhance the sound track too?

NNs are like fuel cells; they are always the technology of the future.




--

John Larkin Highland Technology, Inc

The cork popped merrily, and Lord Peter rose to his feet.
"Bunter", he said, "I give you a toast. The triumph of Instinct over Reason"
 
On Wed, 05 Feb 2020 07:47:13 -0800, jlarkin@highlandsniptechnology.com
wrote:

On Tue, 04 Feb 2020 21:48:16 -0800, boB <boB@K7IQ.com> wrote:

On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.



Did the NN enhance the sound track too?

NNs are like fuel cells; they are always the technology of the future.

YEah, they added some sound.

Neural Networks are already being used.

They are real, now.

I still don't know how to make one but have started to learn a wee bit
at a time.
 
On 05/02/2020 15:47, jlarkin@highlandsniptechnology.com wrote:
On Tue, 04 Feb 2020 21:48:16 -0800, boB <boB@K7IQ.com> wrote:

On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.



Did the NN enhance the sound track too?

NNs are like fuel cells; they are always the technology of the future.

Alpha Go and Fat Fritz are fundamentally neural network based and in
their specific domain of expertise better at it than *any* human. Other
groups are using the same method to classify Xrays and smear tests.
The time for neural networks taking off big time really is *NOW*.

It has led to an increase in sales of certain high end Nvidia graphics
cards which can be subverted as highly parallel NN code accelerators.

Fuel cells possibly are the technology of the future in that you can get
both heat and electricity out of them. They are incredibly tetchy about
fuel purity and poisoning the catalyst an all too easy and very
expensive mistake. I have seen some big setups at a renewable energy
fair at Trafalgar Square in London but without a hint of irony the
entire exhibition was powered by a bunch of smelly noisy diesel electric
generators rather than the clean power they were promoting. The only
fuel cells actually running on the day were educational toys :(

--
Regards,
Martin Brown
 
On Thu, 6 Feb 2020 08:46:51 +0000, Martin Brown
<'''newspam'''@nezumi.demon.co.uk> wrote:

On 05/02/2020 15:47, jlarkin@highlandsniptechnology.com wrote:
On Tue, 04 Feb 2020 21:48:16 -0800, boB <boB@K7IQ.com> wrote:

On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.



Did the NN enhance the sound track too?

NNs are like fuel cells; they are always the technology of the future.

Alpha Go and Fat Fritz are fundamentally neural network based and in
their specific domain of expertise better at it than *any* human. Other
groups are using the same method to classify Xrays and smear tests.
The time for neural networks taking off big time really is *NOW*.

It has led to an increase in sales of certain high end Nvidia graphics
cards which can be subverted as highly parallel NN code accelerators.

Fuel cells possibly are the technology of the future in that you can get
both heat and electricity out of them. They are incredibly tetchy about
fuel purity and poisoning the catalyst an all too easy and very
expensive mistake. I have seen some big setups at a renewable energy
fair at Trafalgar Square in London but without a hint of irony the
entire exhibition was powered by a bunch of smelly noisy diesel electric
generators rather than the clean power they were promoting. The only
fuel cells actually running on the day were educational toys :(

This pretty well reflects my attitude towards NNs.

https://en.wikipedia.org/wiki/Artificial_neural_network#Criticism

Namely that they are a system that we don't understand, based on a
weak analogy to a system that we don't understand, so may well be
executing magic.

Well, that's a NN. Seems like most people are actually writing
computer code that simulates NNs.

I had one itern applicant whose senior project was a real NN, built
with opamps and things. He didn't understand anything about it.

Neural Networks are the new Fuzzy Logic, another attempt at magic.



--

John Larkin Highland Technology, Inc
picosecond timing precision measurement

jlarkin att highlandtechnology dott com
http://www.highlandtechnology.com
 
On 2020-02-06 15:12, John Larkin wrote:
On Thu, 6 Feb 2020 08:46:51 +0000, Martin Brown
'''newspam'''@nezumi.demon.co.uk> wrote:

On 05/02/2020 15:47, jlarkin@highlandsniptechnology.com wrote:
On Tue, 04 Feb 2020 21:48:16 -0800, boB <boB@K7IQ.com> wrote:

On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.



Did the NN enhance the sound track too?

NNs are like fuel cells; they are always the technology of the future.

Alpha Go and Fat Fritz are fundamentally neural network based and in
their specific domain of expertise better at it than *any* human. Other
groups are using the same method to classify Xrays and smear tests.
The time for neural networks taking off big time really is *NOW*.

It has led to an increase in sales of certain high end Nvidia graphics
cards which can be subverted as highly parallel NN code accelerators.

Fuel cells possibly are the technology of the future in that you can get
both heat and electricity out of them. They are incredibly tetchy about
fuel purity and poisoning the catalyst an all too easy and very
expensive mistake. I have seen some big setups at a renewable energy
fair at Trafalgar Square in London but without a hint of irony the
entire exhibition was powered by a bunch of smelly noisy diesel electric
generators rather than the clean power they were promoting. The only
fuel cells actually running on the day were educational toys :(


This pretty well reflects my attitude towards NNs.

https://en.wikipedia.org/wiki/Artificial_neural_network#Criticism

Namely that they are a system that we don't understand, based on a
weak analogy to a system that we don't understand, so may well be
executing magic.

Well, that's a NN. Seems like most people are actually writing
computer code that simulates NNs.

I had one itern applicant whose senior project was a real NN, built
with opamps and things. He didn't understand anything about it.

Neural Networks are the new Fuzzy Logic, another attempt at magic.

I'm not a huge NN fan, but they do have their uses. IIRC somebody was
using them in drug discovery, where they suggest new molecules.

Sorting through some giant solution space to find possible candidates
for actual testing with properly-understood methods is a good fit for
NNs, but I sure wouldn't want one driving my car.

Cheers

Phil Hobbs
--
Dr Philip C D Hobbs
Principal Consultant
ElectroOptical Innovations LLC / Hobbs ElectroOptics
Optics, Electro-optics, Photonics, Analog Electronics
Briarcliff Manor NY 10510

http://electrooptical.net
http://hobbs-eo.com
 
On 2/6/20 3:19 PM, Phil Hobbs wrote:
On 2020-02-06 15:12, John Larkin wrote:
On Thu, 6 Feb 2020 08:46:51 +0000, Martin Brown
'''newspam'''@nezumi.demon.co.uk> wrote:

On 05/02/2020 15:47, jlarkin@highlandsniptechnology.com wrote:
On Tue, 04 Feb 2020 21:48:16 -0800, boB <boB@K7IQ.com> wrote:

On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival
of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL !  Great application for this.

I have a couple of applications that I believe neural networks are the
answer to....   Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.



Did the NN enhance the sound track too?

NNs are like fuel cells; they are always the technology of the future.

Alpha Go and Fat Fritz are fundamentally neural network based and in
their specific domain of expertise better at it than *any* human. Other
groups are using the same method to classify Xrays and smear tests.
The time for neural networks taking off big time really is *NOW*.

It has led to an increase in sales of certain high end Nvidia graphics
cards which can be subverted as highly parallel NN code accelerators.

Fuel cells possibly are the technology of the future in that you can get
both heat and electricity out of them. They are incredibly tetchy about
fuel purity and poisoning the catalyst an all too easy and very
expensive mistake. I have seen some big setups at a renewable energy
fair at Trafalgar Square in London but without a hint of irony the
entire exhibition was powered by a bunch of smelly noisy diesel electric
generators rather than the clean power they were promoting. The only
fuel cells actually running on the day were educational toys :(


This pretty well reflects my attitude towards NNs.

https://en.wikipedia.org/wiki/Artificial_neural_network#Criticism

Namely that they are a system that we don't understand, based on a
weak analogy to a system that we don't understand, so may well be
executing magic.

Well, that's a NN. Seems like most people are actually writing
computer code that simulates NNs.

I had one itern applicant whose senior project was a real NN, built
with opamps and things. He didn't understand anything about it.

Neural Networks are the new Fuzzy Logic, another attempt at magic.

I'm not a huge NN fan, but they do have their uses.  IIRC somebody was
using them in drug discovery, where they suggest new molecules.

Sorting through some giant solution space to find possible candidates
for actual testing with properly-understood methods is a good fit for
NNs, but I sure wouldn't want one driving my car.

Cheers

Phil Hobbs

They can remove that feature after you buy the car from a third party.
Thought you paid for that? Guess again, heh!

<https://www.theverge.com/2020/2/6/21127243/tesla-model-s-autopilot-disabled-remotely-used-car-update?fbclid=IwAR17SMbrzjlcBhoouoAGj6EVzUGs1jsPxvNfllFf213Q2jzX_-68fDDmwiE>
 
On 2/4/2020 3:22 PM, bitrex wrote:
A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g

Where's my Hat!

Mikek
 
John Larkin wrote:
On Thu, 6 Feb 2020 08:46:51 +0000, Martin Brown
'''newspam'''@nezumi.demon.co.uk> wrote:

On 05/02/2020 15:47, jlarkin@highlandsniptechnology.com wrote:
On Tue, 04 Feb 2020 21:48:16 -0800, boB <boB@K7IQ.com> wrote:

On Tue, 4 Feb 2020 16:22:08 -0500, bitrex <user@example.net> wrote:

A neural network was used to enhance the film quality of "Arrival of a
Train at La Ciotat", 1895 to 4k/60 fps:

https://youtu.be/3RYNThid23g



Ran across this earlier today.

Pretty CooL ! Great application for this.

I have a couple of applications that I believe neural networks are the
answer to.... Hopefully I retire soon enough that I can learn about
NN's enough to see if I can get something started.



Did the NN enhance the sound track too?

NNs are like fuel cells; they are always the technology of the future.

Alpha Go and Fat Fritz are fundamentally neural network based and in
their specific domain of expertise better at it than *any* human. Other
groups are using the same method to classify Xrays and smear tests.
The time for neural networks taking off big time really is *NOW*.

It has led to an increase in sales of certain high end Nvidia graphics
cards which can be subverted as highly parallel NN code accelerators.

Fuel cells possibly are the technology of the future in that you can get
both heat and electricity out of them. They are incredibly tetchy about
fuel purity and poisoning the catalyst an all too easy and very
expensive mistake. I have seen some big setups at a renewable energy
fair at Trafalgar Square in London but without a hint of irony the
entire exhibition was powered by a bunch of smelly noisy diesel electric
generators rather than the clean power they were promoting. The only
fuel cells actually running on the day were educational toys :(


This pretty well reflects my attitude towards NNs.

https://en.wikipedia.org/wiki/Artificial_neural_network#Criticism

Namely that they are a system that we don't understand, based on a
weak analogy to a system that we don't understand, so may well be
executing magic.

Jaron Lanier calls all AI "a myth". He also calls his home
technology - VR - a myth as well.

Well, that's a NN. Seems like most people are actually writing
computer code that simulates NNs.

It's just overwhelming quantities of linear algebra. The big advance
was using convolution instead of brute-force matrix multiplication. :)

SFAIK, your car ECM has some form of learning built in, but that
may be closer to controls than ML. Learning controls are rather fun, but
they seem to scare people.

I had one itern applicant whose senior project was a real NN, built
with opamps and things. He didn't understand anything about it.

Neural Networks are the new Fuzzy Logic, another attempt at magic.

Well.... it's actually making progress in things like artificial
vision. But the big thing to my ear is expanding into things like
algebraic geometry, for matching things to models. This is Useful;
hedge funds use that a lot.


--
Les Cargill
 

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