A segment on the technology powering self-driving Teslas from Tesla's Autonomy Day 2019
Пікірлер: 136
@austinryder90283 жыл бұрын
I had to double-check that I wasn’t on 2X playback speed
@renaissanceman6223 жыл бұрын
Yep. I did too!
@AdrianMeredith3 жыл бұрын
the video has been sped up, he isn't just talking fast but moving fast too. 0.75 is better
@brandonbarr27842 жыл бұрын
He has the chip in his brain
@jonathanqamanzi2 жыл бұрын
I swear to God me too
@karenzhao4629 Жыл бұрын
I didn’t see your comment before, I did exactly the same thing
@vermack3 жыл бұрын
The ability to source any type of examples from the fleet is amazing!
@dhruvpatel49483 жыл бұрын
That moment when Elon reminds Andrej about CS231 😅😅
@kaleygoode16813 жыл бұрын
Andrej sounds totally normal if you set playback speed to 0.75x... His brain is running a third faster than most people! NeuraLink is going to be interesting when communication is no longer the current slow speed speach...
@editg1213 жыл бұрын
A third is understatement
@markhealth33863 жыл бұрын
OMG ... So true. thanks for the tip 😃
@zantetsu8674 Жыл бұрын
The video has been sped up, apparently by around 1.25x. Unfortunately needs 0.8x on the playback to make it correct but that's not available. 0.75x makes the playback a little bit too slow. So you either get too slow (0.75x playback) or too fast (1.0x playback). Not sure why the person who posted this video sped it up like that.
@MartinCapodici Жыл бұрын
I had to check my settings, he made me think I changed it to 1.5 !
@deveshbhatt40638 ай бұрын
@@zantetsu8674 seems like you haven't heard Andrej speak.
@andyandreou3 жыл бұрын
That image of the fleet data on a map at 12:24 is absolutely stunning. I'm from Cyprus, and even though we don't have Tesla showrooms, superchargers or service centres I can see that Tesla is still collecting data from the cars which were imported here.
@Abhishekkumar-qj6hb Жыл бұрын
How come?
@aaronbounds13363 жыл бұрын
There are some pretty big high-level takeaways here: using pure vision with a slight hint of radar, for now, to get lidar like accuracy in terms of depth perception. This is major.
@PierreH19683 жыл бұрын
This is awesome!... I wish the Teslas have the aerial camera view by combining all 8 cams to show all around the car. Like BMW does on their cars
@fredepstein3 жыл бұрын
There is no front bumper camera for doing that.
@PierreH19683 жыл бұрын
@@fredepstein that makes sense!... but i think you can project images from the front cameras with a transform to fit the road in front.
@fredepstein3 жыл бұрын
@@PierreH1968 not possible because the camera can not see just in front the bumper.
@psbjr3 жыл бұрын
very powerful hot dog/not hot dog technologies, thanks for sharing
@rabbitlissa Жыл бұрын
Jian Yang must be super proud
@peterprocopio21923 жыл бұрын
What a great video on AI and neural networks. Amazing future. Tesla is well positioned to remain in the lead with autonomous vehicles because they have so many cars in the field gathering data and teaching its neural network. No one else is in the game.
@TheKoekiemonster12343 жыл бұрын
I like how elon chipped in when the guy got nervous. Great team!
@tylerbradshaw79573 жыл бұрын
Is this on fast forward for anyone else?
@DesmondCheung3 жыл бұрын
at 0.75 playback speed, it sounds about right.
@readyplayersid3 жыл бұрын
No they just live life on 1.25x
@torstenziegler48263 жыл бұрын
Thank you!
@qwerty-tf4zn3 жыл бұрын
Thanks for the delivery
@PierreH19683 жыл бұрын
Lidar is bad with object densities, works badly in the heavy rain and cannot make the difference between an opaque plastic bag and a rock...
@generationgap416 Жыл бұрын
That sounds like a startup worth launching
@XX-pq9mb2 жыл бұрын
The future of communication speed of mankind is evolving into something that eventutally will sound like R2D2... Andrej is only the first phase of this
@Maverick55883 жыл бұрын
Why does it seem like his speaking is sped up? Is this video speed increased
@pearlfinder13 жыл бұрын
I put speed at .75 to hear it properly
@smhninja37463 жыл бұрын
Did I go slow or is this video sled up?
@justchary Жыл бұрын
What an amazing presentation! Thank you
@silberlinie3 жыл бұрын
14:56 to 15:55, how long does the iterative run of the data engine take to complete the cycle? Seconds? Minutes? Days? And how often is an update sent to the fleet? Every day? Every week? 17:32, all examples coming from the fleet will be annotated, so are all the half million examples annotated by hand by people? And, how long does it take to download an new update to the car?
@jacksontriffon50643 жыл бұрын
Keen to know
@rickkay95483 жыл бұрын
Fleet examples are automatically annotated mainly by Dojo (their massive cluster) and anything with a low confidence score get human input, making the ai smarter. Asking the fleet and getting correct answers is a measure of the algorithms accuracy. Updates come to the fleet about once per month in the main updates, hard to say which of the smaller ones are streamed and when.
@silberlinie3 жыл бұрын
@@rickkay9548 You will surely get a message if an update has happened. And surely also a message about when that was. Don't you have a history to retrieve? And also what name they all have. And what size. This must be somewhere in the screen menu to be called up?
@rickkay95483 жыл бұрын
@@silberlinie The updates only come in mass stages as official releases, not individually as tiny packages. You can auto-apply them when notified of readiness, or just delay or ignore them. Sometimes they have names like "V10" or "Holiday update" but usually are labeled with their release number or git hash, and can be tracked here teslascope.com/teslapedia/software
@silberlinie3 жыл бұрын
@@rickkay9548 The updates come via WLAN? And also via cell phone network? Or can you define that yourself? Do you have to be in park mode for that? Or is it also possible while driving? Can you watch yourself when it srartet and finished, so you can see how long it takes? On the Teslascope page there is no information about the MBytes of each packet, what do you know about that?
@michelspeiser57892 жыл бұрын
Just wanted to turn down from 1.5x speed, but saw the video was playing at normal 1x speed...
@X_platform3 жыл бұрын
Why use neural net to predict depth if you always already have the ground truth from Tesla’s sensor?
@X_platform3 жыл бұрын
Oh the sensor only give sparse data points, neural net will predict every pixel and their distance
@patrickjdarrow3 жыл бұрын
And 1 sensor is cheaper than 2 😬
@fredepstein3 жыл бұрын
The sensors can not see far enough.
@DiZhaoairj233 жыл бұрын
This is how I imagine some ai dude speaking. 2x the normal speed
@aquarios_do_ivomar3 жыл бұрын
Lol so true
@mattfairman85853 жыл бұрын
I had to slow my playback speed to 0.75 to understand him lol.
@liarzdice3 жыл бұрын
@@mattfairman8585 LMAO I always wondered what the point of that feature was .. Now I know.
@zardi90838 ай бұрын
Set playback speed to 2x to fully understand what is happening in Andrej's brain
@X_platform3 жыл бұрын
What did you use to query the fleet? How can you guarantee the search engine return all the correct result?
@malikhamza92863 жыл бұрын
They already said machine Learning Mechanism to do this.
@X_platform3 жыл бұрын
@@malikhamza9286 Sounds like a chicken and egg problem. If ML is perfect, it will return all the correct results; but if ML is perfect, they would not need to query and label these images.
@dogmatichobbyist45753 жыл бұрын
@@X_platform doesnt have to be perfect when such influx of data is coming in
@pc_screen54783 жыл бұрын
They could be using a larger, more accurate but slower network to do this automatically. Consider that FSD has to run in real time on relatively modest hardware compared to what tesla has at their disposal for actually training the network. They could also be simply looking for moments where the network is uncertain about what it's looking at, and that should generally be good enough to get desirable results
@BryanFletcher3 жыл бұрын
Still... Such a powerful talk!
@Qattea3 жыл бұрын
The fact that his last name is Karpathy
@Qattea3 жыл бұрын
@@timurishuov5141 I mean since he’s working on AI for cars following roads (paths)
@dtibor59033 жыл бұрын
Human drivers have accelerometers and microphones built-in that should be used too for self driving cars
@nalinbranden3 жыл бұрын
Awesome presentation. Question: when he says '"fleet" that means all the autopilot enables Tesla cars currently owned by public, or a dedicated fleet (purely for testing) of Teslas driven all around the world by a group of Tesla employees or contractors?
@MichelConrado13 жыл бұрын
This is genial!
@Diarkia1242 жыл бұрын
It's weird to think I've watched this guy before he got into neutral networks. Glad to see badmephisto is doing well
@anujnm6597 Жыл бұрын
Same here....I learned advance cross and look ahead from his videos.
@clawdeckcd3018 Жыл бұрын
I learned a lot about AI thanks to Andrej videos, he is a talented teacher, no doubt. But never heard about that Mephisto, so I checked, and yes, sure that's his voice, especially here: kzfaq.info/get/bejne/jc6Anc-fvMjYg2w.html I could'nt believe it.
@Abhishekkumar-qj6hb Жыл бұрын
So basically you guys are utilising the fleet for getting varied data and also ensuring if the model works fine and if it fails then again quickly train the model on those groups of datasets to make the model more robust!!! Interesting However how far are we from the moment where we kind of act well as humans do with just very few datasets ??? Cuz what we are doing is statistical inference on the basis of large datasets ! So it's basically good datasets and good compute as mentioned earlier
@posthocprior2 жыл бұрын
Is this true, that Tesla is primarily concerned with image detection? Driving requires so many skills: the understanding of basic physics, understanding when objects are static and don't move and when they're dynamic... How does Tesla incorporate all these other concerns into their models?
@edwardolvera5280 Жыл бұрын
They cant Thats why the Teslas keep crashing.
@Ran_Dhir_Singh Жыл бұрын
I think he explained they are using drivers as training data as how the drive cars to maneuver the car based on the steering ,wheel etc. Might need more progress on that tho .19:30
@jonathanqamanzi2 жыл бұрын
I had to double check playback speed and actually put it at 0.75x
@vermack3 жыл бұрын
I don't understand one thing with Tesla cars is what happens when they are not connected to the network for long periods of time? Also, I'm sure these cars are going to be shipped with the Starlink receivers in the near future in some sort of miniature forms.
@lmcclymont Жыл бұрын
The car doesn’t use network for self driving, the relevant code is stored on the car’s computer (twice). The only difference is updates and route planning.
@parent5x2 жыл бұрын
Another beautiful brilliant mind.
@sidkapoor90853 жыл бұрын
How are half a million images annotated? Is it done manually?
@nightlessbaron3 жыл бұрын
Normally yes, but there are also methods to make it semi-automated, you can check active learning.
@lmcclymont Жыл бұрын
This is now mostly done automatically
@RyanSmithPhoto3 жыл бұрын
Now if they could just make it so my car doesn't hit the brakes like mad when another car is turning across my lane of traffic. It seems like the AI should be able to tell at the speed the car is moving it would be long out of my way and doesn't slam on the brakes. I wish they had an option in the car to report when the AI does something wrong.
@leedsbutler35672 жыл бұрын
I'm absolutely blown away. This is true AI.
@gregorythompson86272 жыл бұрын
Wouldn't it still be a good idea to include lidar devices in some of the cars with FSD so you have can have a ridiculously large dataset for unsupervised training, image -> point cloud?
@turtleking99992 жыл бұрын
That's what I'm inferring they're doing, because they explicitly said it's possible to do exactly that. However they did double back and said they could train on distance without it anyway.
@ntluan2k3 жыл бұрын
Understand why Tesla is going so fast
@theLowestPointInMyLife Жыл бұрын
Walt and Gale vibes
@suissdagout5153 Жыл бұрын
Missiles making
@SyedAli-du9iq2 жыл бұрын
Shut up Elon musk and let the smart guy talk
@marcopaluszny3 жыл бұрын
Lidar hit job?
@colinmaharaj3 жыл бұрын
Can I enroll in these courses that teaches neural networks
@generationgap416 Жыл бұрын
Cousrea, youtube, udacity, udemy
@markhealth33863 жыл бұрын
Kar-pathy .... Like psychopathy for cars... how ironic that's his last name
@sidkapoor90853 жыл бұрын
Uh lol
@sylvaingirard3 жыл бұрын
Imagine being an annotater at Tesla. What a mind numbing job that must be…
@ainnovation69672 жыл бұрын
Fast talker is also fast Mathematics problems solver.
@lkd982 Жыл бұрын
I heard Musk say it. 11:55 "You can't. There's no way". Where is my prizemoney??
@PierreH19683 жыл бұрын
Tesla has it right, an AI taught to replace humans should see like humans. Not only interact with the road but also with the environment. and the evil is in the details... The long tail.
@jamespatrick53482 жыл бұрын
There may not be sufficient number of edge case images to perfect the neural net. This limitation is crucial and may not be solvable.
@generationgap416 Жыл бұрын
Like human vision?
@muhammedsauod9901 Жыл бұрын
wow👏
@gauravrai57842 жыл бұрын
Me with 4 GB RAM machine: Interesting 😯😯😮
@Splish_Splash Жыл бұрын
it doesn't rely much on RAM, it's more about GPU
@Yurost13 жыл бұрын
Hey OEMs, pay us and we will license our suite of hardware and software. We will be sure your cars are just one update behind ours always.
@techsource22353 жыл бұрын
Another reason I believe that human body, brain, neuro system was actually PLANNED, THOUGHT THROUGH, DESIGNED by the SUPREME being, God! If it takes so much planning and efforts from people to design a limited version of AI software, its logic etc. I will never believe there is no God. There is God and He came to live among us in the person of Jesus from Nazareth.
@JerryMetal2 жыл бұрын
Wouldn't your car need a freakin' super computer onboard to run this neural net??
@lmcclymont Жыл бұрын
The fact it works on their own chip is one of the most underrated thing Tesla has done tbh. The training is done back at Tesla and tHe nets are downloaded to the car so it can drive. Other cars have massive computers in the boot.
@generationgap416 Жыл бұрын
No, training of neuronet needs a gpu,s and tpu's running models already trained can on cellphone or raspberry pies
@dogefromthefuture Жыл бұрын
and this whole thing ended up being a dead end?
@yondaimehokage22813 жыл бұрын
If I had a tesla, I wouldn't care about them taking images from my car to improve fsd. Go Tesla!
@pocok500010 ай бұрын
the good old days when Musk wasn't a total nutjob
@ProGangstaShit3 жыл бұрын
0.75x speed sounds more normal!
@mahdiamrollahi84562 жыл бұрын
🥵🥵🥵 How fast you can talk ?!
@janmolski2 жыл бұрын
Andrej always speeks 1.5x
@essentials93022 жыл бұрын
Elon musk is like /|:
@semtex64123 жыл бұрын
does he really talk like that? he sounds like a stephen hawking's computer
@Jayismynickname3 жыл бұрын
Play this video in 0.75 your welcome
@edwardolvera52802 жыл бұрын
Mercedes-benz is already level 3 this weirdo has no noticed it yet
@lmcclymont Жыл бұрын
It is L3 on certain roads under 30mph 😂. Tesla is almost L3 anywhere in Northern America.
@edwardolvera5280 Жыл бұрын
@@lmcclymont mercedes-benz did it in a quarter of time Tesla did its. This weirdo does not know much about cars.
@edwardolvera5280 Жыл бұрын
@@lmcclymont Mercedes-benz already took control of the EVs industry. And the faul lies in this weirdo who never could finish 100% the Self-driving autopilot. Thats why the company Tesla can not really take off.
@lmcclymont Жыл бұрын
@@edwardolvera5280 I gar unter you that FSD beta can work hands free at every single place the Merc can and then at millions of other places as well. You have zero understanding of what is happening here.
@lmcclymont Жыл бұрын
@@edwardolvera5280 umm L3 on a handful of roads is not full self driving 🤦♀️. Maybe read something other than the New York post or other FUD and you will understand the difference.
@theSpicyHam Жыл бұрын
(lol) weak techs (taunt)
@ericschoeman66133 жыл бұрын
This is old
@slightlygruff3 жыл бұрын
Kachinski here will fail
@slightlygruff3 жыл бұрын
Elon, quit worrying! we know you're an impostor but we will still love you just like your dad does