Please visit my channel for the unpopular truth about homosexuality.
A person does not need hatred or any kind of phobia in order to acknowledge important differences between heterosexual attraction / behavior / marriage / adoption and homosexual attraction / behavior / marriage / adoption. Even non-religious people know this.
Homosexual activists, with support from the media, have successfuly framed themselves as noble victims; it's an effective way to push a social agenda.
There was something similar to this in the racing game Forza. You would drive and the program would take how you did things then use your strengths and weaknesses to drive the car in a race. Its not exactly the same as what the people at Stanford did, but about as close as I've seen firsthand.
What kind of learning? What are the inputs? The ranges? Memory footprint? Is this done with HTMs?.... we've had computers controlling aircraft for years.
I read their paper and also spent the last year learning to fly RC helicopters. 1) it's EXEEDINGLY difficult to even FLY the flipping thing, 2) the computer learns it in 11 goes. Also - it can only "clean up" what the human did - so cannot find the 'perfect' trick - only an improvement on what the human did. Awesome. This RC heli could hover upside down for as long as the electricity and petrol lasted. I would have passed out from concentration. 5 minute flights are the limit for me !
@uniqueuserrname I can imagine. And it's exceedingly difficult in calm conditions. Imagine windy conditions. It could be impossible for a human to do stunts like this in windy conditions without computer-control.
I imagine stuff like this would be useful for helicopter rescue-missions during rough-weather which would otherwise be too dangerous to attempt.
Hope you know that a Terminator can be made that knows how to kill you fast and without emotions.. Ponder this....I think this is sky net right here beware...
And how much is the goverment grant for this research? What a study! You get to wreck heli's, and then take money out of the grant to repair!!! How do I get on board with this study?
Want to join the project? If you can program realtime flight control software, then perhaps you should apply for a post-graduate study. The procedures are published on the University websites.
what people fail to realize is what ever is learned in researches like these will eventually trickle down to something more useful... most likely, it may not even have anything to do with RC's whatsoever...
much of the technology that you enjoy today and keep up your standards of living have started in something completely unrelated and seemingly as useless as this computer controlled heli...
This is completely different. In this case, they have written a program to mimic maneuvers done by a heli flown by a pro. Not too difficult to do given they know the inputs the pilot gave and how the heli reacted. It's just a matter of converging on a solution that produces the same results.
The DARPA challenge requires the cars to make decisions based on their surroundings and a destination. My favorite is they have to know the 'cue' of cars at a 4-way stop sign, and react accordingly.
"humans teach helicopters to fly stunts without a transmitter" its not inventing the moves it is recording stick inputs from a human pilot (essentially he is programming it to copy what he does)
will it invent a chaos if you don't show it how to do it 1st.
can it combine moves to make new moves without being shown I.E if you show it a regular tail down tic toc can it then combine it with a piro to do 4 point tic tocs.
It's more than just playing back a recording. It's imitating the moves and even improving on them. Big difference. This kind of thing is a big step forward.
chemical, this is a general discussion on what AI and neurals can do. My point and probably your is that they can interpolate smoothly nonlinear multidimensional data with best quality. But most ppl claim this can provide reliable extrapolations towards new maneuvers. I agree, but those extrapolations are in rpactice so close to tested soutions that it will be hard to call those as new maneuvers. Certainly their helico will make really beautiful rolls.
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This pisses me of seeing that they're all hving fun.
grunder20 1 month ago
This needs a lot of skills to maneuver this stuff in the air.
happinesson 2 months ago
wow! that was amazing.. nice acrobats!
thegreeensky 2 months ago
nice one!
adelle0001 2 months ago
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Very intimidating. Great!!
grunder20 2 months ago
Please visit my channel for the unpopular truth about homosexuality.
A person does not need hatred or any kind of phobia in order to acknowledge important differences between heterosexual attraction / behavior / marriage / adoption and homosexual attraction / behavior / marriage / adoption. Even non-religious people know this.
Homosexual activists, with support from the media, have successfuly framed themselves as noble victims; it's an effective way to push a social agenda.
lightandbeautiful 2 months ago
neat stuff :-)
RomanticLinguaphilia 9 months ago
There was something similar to this in the racing game Forza. You would drive and the program would take how you did things then use your strengths and weaknesses to drive the car in a race. Its not exactly the same as what the people at Stanford did, but about as close as I've seen firsthand.
backinthehole 1 year ago
What kind of learning? What are the inputs? The ranges? Memory footprint? Is this done with HTMs?.... we've had computers controlling aircraft for years.
jacksawild 1 year ago
@jacksawild he said it, apprenticeship learning : ai . stanford . edu / ~ pabbeel / / thesis / thesis . pdf
jkgambz 11 months ago
If they would only open source their code....
playaspec 1 year ago
I read their paper and also spent the last year learning to fly RC helicopters. 1) it's EXEEDINGLY difficult to even FLY the flipping thing, 2) the computer learns it in 11 goes. Also - it can only "clean up" what the human did - so cannot find the 'perfect' trick - only an improvement on what the human did. Awesome. This RC heli could hover upside down for as long as the electricity and petrol lasted. I would have passed out from concentration. 5 minute flights are the limit for me !
uniqueuserrname 2 years ago
@uniqueuserrname I can imagine. And it's exceedingly difficult in calm conditions. Imagine windy conditions. It could be impossible for a human to do stunts like this in windy conditions without computer-control.
I imagine stuff like this would be useful for helicopter rescue-missions during rough-weather which would otherwise be too dangerous to attempt.
stroodle11 1 year ago
It copies and pastes the perimeters into its program, and then cleans them up a bit.
d3adp001 2 years ago
Hope you know that a Terminator can be made that knows how to kill you fast and without emotions.. Ponder this....I think this is sky net right here beware...
learningtobefree1 2 years ago
Thank you... SOMEBODY else here watches movies. You made just about the same comment I was about to make.
YatesyMU 2 years ago
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Nice work. keep it up. mean time come for social media marketing for esteembpo**com #LINK#
jeamsanna 2 years ago
Incredible stunts!
bormisha 2 years ago
Not that impressive actually. Watch some other videos of top pilots.
helianimal 2 years ago
It's not that the stunts are incredibly impressive themselves. The helicopters are doing them autonomously (ie no one is controlling them).
SatiricalSatire 2 years ago
Yes that's impressive. I was just replying your can see some sick 3d from a capable pilot
helianimal 2 years ago
Just an excuse to fly r/c helis! BRILLIANT! I'm SO jealous! I wish I had a grant to pay for mine!
airbender0203 2 years ago
one thing you guys failed to mention is your having a butt load of FUNNN!!!!!
jujututu 2 years ago 2
And how much is the goverment grant for this research? What a study! You get to wreck heli's, and then take money out of the grant to repair!!! How do I get on board with this study?
chujam77 2 years ago
Want to join the project? If you can program realtime flight control software, then perhaps you should apply for a post-graduate study. The procedures are published on the University websites.
bormisha 2 years ago
Imagine if all this ingenuity went into restructuring the US power grid, or the IT infrastructure of hospitals and corporations.
xenosoldier 2 years ago
what people fail to realize is what ever is learned in researches like these will eventually trickle down to something more useful... most likely, it may not even have anything to do with RC's whatsoever...
much of the technology that you enjoy today and keep up your standards of living have started in something completely unrelated and seemingly as useless as this computer controlled heli...
francisfaustino 2 years ago 9
How soon until they are outfitted with guns? How soon until the ones with guns malfunction?
luddite333 3 years ago
... maybe it will learn this from it's human controlled counterparts ;)
DigtBrain2 3 years ago
about three months after the military find out the research exsistes
desposyy 2 years ago
They already are. They have paintball gun missions with autonomous RC Helicopters.
helianimal 2 years ago
What does Andrew Ng say @ 1:01?
"type of AI algorithm a card-isha-burley"
Clivesvlogs 3 years ago
a type of AI algorithm type of artificial intelligence algorithm called apprenticeship learning.
TOTAhruman 3 years ago
apprenticeship learning, yes. @ 1:01 he's say something like "cardishaburly"...I searched all his papers, can find?
Clivesvlogs 3 years ago
Comment removed
qwertisdirty 3 years ago
Maybe! you dont know what your computer is doing while you not home.
yamasubaruger 2 years ago
So was the red helicopter flew by human or their program?
robertlam18 3 years ago
Andrew Ng is an extremely cool prof!
chromophore 3 years ago 2
they will take over the world!!!!!!!!!!!!
tronjon1551 3 years ago
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I am bored and this video did not help.
UnconcernedCitizen 3 years ago
Félicitation Monsieurs, j'ai découvert votre performance sur un site français dédié aux sciences.
C'est du très bon travail.
Encore une fois félicitation.
Great job from Paris France.
caracalla212 3 years ago
This type of learning should be used for the vehicles in the DARPA challenge or later autonomous vehicles.
monaghandavid 3 years ago 4
This is completely different. In this case, they have written a program to mimic maneuvers done by a heli flown by a pro. Not too difficult to do given they know the inputs the pilot gave and how the heli reacted. It's just a matter of converging on a solution that produces the same results.
The DARPA challenge requires the cars to make decisions based on their surroundings and a destination. My favorite is they have to know the 'cue' of cars at a 4-way stop sign, and react accordingly.
drummerboy827 3 years ago 2
i'm going to work fot standford if thats what you do all day
XxnesiexX 3 years ago
pretty cool but it should be titled
"humans teach helicopters to fly stunts without a transmitter" its not inventing the moves it is recording stick inputs from a human pilot (essentially he is programming it to copy what he does)
will it invent a chaos if you don't show it how to do it 1st.
can it combine moves to make new moves without being shown I.E if you show it a regular tail down tic toc can it then combine it with a piro to do 4 point tic tocs.
still pretty impressive for what it is.
chemicalBR0 3 years ago
It's more than just playing back a recording. It's imitating the moves and even improving on them. Big difference. This kind of thing is a big step forward.
osgeek 3 years ago
chemical, this is a general discussion on what AI and neurals can do. My point and probably your is that they can interpolate smoothly nonlinear multidimensional data with best quality. But most ppl claim this can provide reliable extrapolations towards new maneuvers. I agree, but those extrapolations are in rpactice so close to tested soutions that it will be hard to call those as new maneuvers. Certainly their helico will make really beautiful rolls.
krbosak 3 years ago
One more cool demo of what AI can do. Hats off to you folks!
johnson4u 3 years ago
Amazing stuff, but what decides which stunts will be performed?
Are you guys planing on making it self aware?
economistBR 3 years ago
Hello Andrew Ng.
hprof1 3 years ago 2
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u can buy that for 5 bucks at toys stores
batteekha 3 years ago
no you cant
zumosoren 3 years ago 3
times that by 500 and you get an average of how much one costs all ready to fly
trxspirit 3 years ago
That's amazing!
Chilldogg 3 years ago