What is a GPU vs a CPU? [And why GPUs are used for Machine Learning]
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- Опубліковано 22 лип 2024
- What is a GPU and how is it different than a GPU? GPUs and CPUs are both silicone based microprocessors but they differ in what they specialize in. GPUs specialize in parallel computations, and CPUs specialize in serial computations.
While GPUs are known for a key component of getting the great graphics you want in your gamming, they are also known in the Machine Learning and AI Community for helping crunch millions of parameters needed to train a machine.
Learn more in this episode of GLITCH.
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This was very helpful and probably the best video I've come across differentiating CPU v GPU as well why GPUs are now being used for AI. Thank you for making this!
Thanks for the comparisons, that helps a lot! Nice video, simple and straight to the point.
Comment down below if your computer has a GPU or a CPU.
Don't forget to give this video a thumbs up and share, to spread some digital literacy :)
Thanks for listening in!
Something I have to correct: without a CPU you can't really use a GPU. At least not in a "normal" PC. Or did I miss something? btw I have a RTX 2080 graphics card
@@The-Torbey You're right! But at 00:30 it reads CPUs are all inside PCs. I use my laptop's HD 650 for regular activity VS GTX 1050 for gaming.
@@swallowedinthesea11 ah yeah I knew I missed something ^^
@@The-Torbey Thanks for specifying this. I never said that you don't need a CPU with a GPU - but I definitely should have clarified this point!! Thanks for commenting with it :)
Much appreciated!
Hey ,my pc has Radeon Graphics !can I install Tensorflow GPU on my pc for Machine Learning ????
Great things about you is your way of explaining technology so easy and understandable 😊👍
Ahhhh my favourite Channel!!! Thank you so much for educating MY LIFE
check out "linus tech tips" and "tech quickie" he is WAYY better at educating you life, thank me later
OMG I love your cup. Also, a very articulate explanation. Thank you.
I recall back in 2001/2002 I was taking architecture courses in high school. 3D rendering took forever and drawing in 2D resulted in riotous lag! I didn't know much about computers. Well, my Dad and I went to Fry's and bought Nvidia's GeForce FX 5200; everything worked out well, and I was happy to play 3D games like Warcraft 3!
Now, I use my laptop's HD 650 for regular activity VS GTX 1050 for gaming.
That's a welcome one. Thank you Danielle.
Your explanation makes it super easy to understand
Thanks so much!
Very informative yet made so easy to understand
Can you recommend which low budget gpu to buy for machine learning and deep learning?
Hi, I have a cpu of i5 10gen is this good or not and tell me that I need gpu or not
Your content is great, I hope you continue
Really nice and concise!....Thank you.
Nice explanation. Can you tell me, how much faster the computation of an Nvidia GPU (GeForce GTX 1650) compared to a compatible AMD GPU (RX 570) will be when it comes to machine learning?
I got a bit confused! I general which one is faster? what is the difference between clock speed and speed?
Thanks Danielle!
this video is just brilliant at explaining :D
my computer has both of them but my gpu is just running out from my computer so pls give me some of the tricks so i can bring it back
can't believe that such a good and informative channel is abandoned
Just such a good.
This is so helpful and well said
You are going to make big..
How can I add a GPS to a desktop computer?
Another way to put it:
CPU - 10 PhD candidates sitting in a room trying to solve one super hard problem.
GPU - 1000 preschoolers adding numbers
By the way, I think the analogy with a truck/racing car is supposed to be other way around. CPU is like a racing car, it is fast but can only carry a small load. GPU is like a truck, it is slower but can carry a much larger load. Where the load in the analogy refers to some computations. If the load is small (e.g. a text editor, internet browsing), then it's faster to use the racing car for its speed. When the load is really big (like ML training), it pays off to go with the truck because it can carry much more at one go - this refers to the ability of GPU to do vector processing.
Great video, just need to turn your mic down a bit, slightly distorting. Thanks.
good info
I didn't even know there was a difference between the two cards before! The truck analogy is going to be forever imprinted in my mind whenever someone brings up CPUs and GPUs now :)
Just wanted to mention that not only can we use GPUs on the cloud like the ones provided by google but we can also donate our own GPUs to the cloud for charitable causes so others can use them. For example Folding@Home is a small program we as individuals can install on our computer that lets researchers use our GPUs to run protein folding simulations, there is also Atlas@Home which lets CERN use our GPUs to run simulations for the ATLAS experiment, plus many more others. So if you want to support research into disease cure or physics then you can donate your GPU to the cloud (the cost to you is electricity bill increase). I'll put links as replies to this comment if anyone is interested in looking into it.
Finally great channel, with sharp and concise content delivery. I wouldn't be disappointed if some higher level content was pitched into the mix (eg the architectural difference between a CPU and GPU) though.
And many more: en.wikipedia.org/wiki/List_of_distributed_computing_projects
That's very cool! Thank you for sharing Ben!
Why did you stop making videos?
Don't know much about computer but smartphones do have GPUs. Adreno, Mali, Nvidia are some examples. Mine has an Adreno612.
GPU inside components function explanation plz
excellent
Lego mug and laptop 😱🤓. iMac Pro, I have the power 💪
A CPU is essential for any computer to run while a GPU is additional hardware. A machine can't run only on a GPU.
Make one video on how to download very heavy game on mobile
Just found your account. Why did you stop making videos, you are really good ! :(
That's sad
Oh jeez , I just starting to pick up AI/ML , I'm like 5 years behind now : ((
I dont like shiny girls doing youtube videos, but here am absolutely was shocked, straight, simple, up to point, no fashion show, neither showing body, great video, thanks and thumbs up
where....in the world is processor pronounced like that? its bothering me
Can my computer only has GPU but absence of CPU if it's only used for gaming only?
Actually no. CPU has its own tasks like running a program or giving outputs where as GPU will handle the visuals.
So basically both are equally important for running a game
Perfect
thank you,
tysm
One of those days when you are youtubing something and see your CLASSMATE on the screen! Hi Danielle!!! ❤️❤️❤️❤️❤️
You good😊🤘
So laptops only have ether a CPU or GPU ? They can’t both?
CPU is mandatory, GPU is optional so they can have both
thanks miss
I have subscribed your channel maam
Do a video on Internet of things IoT
would love to! thanks for the idea!
What are you talking about? Every pc has always both. Even my laptop has two types of gpu alongside with a cpu. One gpu is intel display gpu which handles simple tasks like playing multimadia and etc and the other one is for heavy tasks like gaming, 3d programs and video editing applications.
was expecting her to say "I'll CPU in the next video."
Really sad to see that this channel stopped posting after 4 years ago
I wonder what happened to you? 3 years no post!
👌
(Read in ghost voice) I am from the future and I have obtaind the power of rdna2 in my 6800xt! It is blazing fast and works wounders with my 3800x on x570. My cpu is OCed to 4.6Ghz all core and my gpu stands @ 2666Mhz, all is liquid coold in a custum loop for insane amounts of cash that I do not wish* to think about.
smart teacher
Apologies but most computers nowadays have both...
In laptops they are usually just integrated graphics cards.
The kinds not compatible with ML.
how do u keep your hair like that
❤️❤️
a GPU core is much slower than a CPU core, so the analogy is not the best: better: the truck is the GPU (can transport a lot at the same time) or a walker (slower and there a many of them) and the racing car is the CPU (can only transport a thing at the same time, but super fast)
All Computers have a CPU for the main computation. and nearly all have a GPU inside the Processor. (A NAS dosn't have GPU, because there are no display)
the CPU give the GPU the tasks.
You're not wrong. But I do still believe that this original analogy still works for "introductory" purposes! I did try and emphasize in the video that by making that analogy it does not mean that one is better than the other. I do realize that the problem with analogies is that they won't ever be perfect, but they are very important for grasping concepts as a beginner and that is what this channel is for -> non technical beginners. What I meant to show was specialized "GPU" is fast (for a specific use) but not used every day (ie. racecar) and "CPU" more general and more common to have (ie. truck)
But yes you are correct that a GPU can be slower than a CPU in some instances (for example when it is running serial computations)! But it depends what the GPU is processing - for example when training data for a Machine Learning model it IS faster! Thinking of this again, perhaps I could have an used an SUV instead of a Truck for an example of a CPU :)
Because in some instances (on a perfectly flat paved road / running parallel computations) a GPU "racecar" IS faster, but then in other instances (on mud roads, mountainous terrain / running serial computations) a CPU is faster.
I do appreciate the feedback so thank you!
I have both a CPU and a GPU in my computer.
Nice! For Gaming, Bitcoin Mining or Machine Learning? (I don't have a GPU but I've used a Cloud GPU)
@ your explanation is amazing. Can you make comparisons on different GPU Cloud provider?
😊
It us really glitch
Interesting stuff! May I offer a suggestion? Lower your chin, or raise the camera higher. There's an unspoken "I'm superior to you" message in a raised chin that gave rise to the expression, "looking down your nose at people" and I'm totally sure that's not your intention!
I could not automatically translate the caption into Portuguese :(
Let me put in some captions later today then let you know when I'm done :)
I speak Portuguese too by the way!
@ Thank you!! :) Congratulations on the channel has a great content!
@@joaovictordeptulsky8114 Hey! I've just uploaded the English Captions! The translated captions into Portuguese should make more sense now!
@
Thank you very much for your attention! If I knew English I would help you with subtitling but I do not know any English ... to answer you I use Google Translate hahaha ...: c !! Glad you paid attention!
@ Now I've popped up to put legend!
LSI VLsi (AI)=GPU
I built my system so I needed less power.
My graphics card is passively cooled.
My CPU has a power consumption of 51W.
I use my computer as an office machine and sometimes to play.
Obviously also to browse the Internet.
I can't tell if she's saying silicone or just pronouncing silicon with an accent...
ow i would like to Cpu ur Gpu
Mine is ASIC
Chipset (CPU)
Silicon, not Silicone.
Finally, I understood... its time to hunting laptop with GPU
We want make in India GPU & make in India CPU.
I always buy gaming laptops so GPU.
Cpus are trucks 😂 for most technology nodes cpu latency is far lesser than GPU
crush 😍😍😍😍
Race-card
I came here to learn something & see the babe with the long tresses. 😎
thanks, really informative and ez to understand video. BUT ur facial expressions we're looking bit artificial and forced at some places
Beautyfull mam
you're so beautiful remind me of margot robbie😍 and smart too🤓
The oceanic algebra regionally milk because van univariately continue qua a somber kettle. sweet, massive rain