What runs ChatGPT? Inside Microsoft's AI supercomputer | Featuring Mark Russinovich

Ғылым және технология

Get an inside look at the AI supercomputer infrastructure built to run ChatGPT and other large language models, and see how to leverage it for your workloads in Azure, at any scale.
Go behind the scenes:
-For how we collaborated with NVIDIA to deliver purpose-built AI infrastructure with NVIDIA GPUs
-How Project Forge checkpointing works to restore job states if a long training job fails or needs to be migrated
-How we used LoRA fine-tuning to update a fraction of the base model for more training throughput and smaller checkpoints
-How UK-based company, Wayve, is using Azure's AI supercomputer infrastructure for self-driving cars
-And how Confidential Computing works with Azure AI to combine datasets without sharing personally identifiable information for secure multiparty collaborations.
Mark Russinovich, Azure CTO, joins Jeremy Chapman to break it down.
► QUICK LINKS:
00:00 - Introduction
01:15 - AI innovation building specialized hardware and software
04:22 - Optimizing hardware
05:40 - Improved throughput
06:17 - Project Forge
08:01 - Project Forge checkpointing demo
10:02 - LoRA fine tuning
11:29 - Use AI supercomputer infrastructure for your workloads
12:34 - How Wayve is leveraging AI supercomputer infrastructure
​​13:47 - How Confidential Computing works with Azure AI
15:21 - Wrap up
► Link References:
Leverage Azure AI capabilities for yourself at aka.ms/AzureAIInfrastructure
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#Azure #OpenAI #Supercomputer #LLM

Пікірлер: 300

  • @Pazfora
    @Pazfora11 ай бұрын

    This was a great Microsoft ad.

  • @acdsp

    @acdsp

    11 ай бұрын

    Definitely they’ve earned this right.

  • @wilsonbotlero2363

    @wilsonbotlero2363

    11 ай бұрын

    Well, duh! What else did you expect?

  • @Papers40

    @Papers40

    11 ай бұрын

    😂

  • @vylbird8014

    @vylbird8014

    11 ай бұрын

    @Pathipati Sai Well, I wouldn't go that far. I'd say they are /less/ evil than they used to be, but that's really not a difficult achievement.

  • @chrisrogers1092

    @chrisrogers1092

    11 ай бұрын

    Great Nvidia ad as well

  • @Ionizap
    @Ionizap11 ай бұрын

    A fascinating look at the big picture, I've always wondered about that. This vid shows it . I'm an Apple Guy at home but I am so impressed with what MS has done in the last few years. I run MS Edge and Bing Ai on my desktop at home and at work. The brilliance of these people is just beyond belief.

  • @flwi
    @flwi11 ай бұрын

    Impressive to see how Microsoft has transformed.

  • @kitebeachinnbeachinn2888

    @kitebeachinnbeachinn2888

    11 ай бұрын

    The new CEO is a vision-er much better than Steve Developer, develope, developer... MS should come back with windows phone.

  • @jamesjonnes

    @jamesjonnes

    11 ай бұрын

    Much better than Meta, at least.

  • @VadimBolshakov

    @VadimBolshakov

    11 ай бұрын

    how?

  • @SirIsaacMewtonIII
    @SirIsaacMewtonIII11 ай бұрын

    microsoft is just killing it in this area. seriously impressive engineering. i wonder if they'll ever release an ai agent for pc that will fix os-level issues (eventlog issues, give human-readable advice based on eventlog errors, etc)

  • @Nightspyz1

    @Nightspyz1

    11 ай бұрын

    Microsoft Copilot?

  • @Ozymandias1

    @Ozymandias1

    11 ай бұрын

    No more low level techs.

  • @professional7583

    @professional7583

    8 ай бұрын

    NEVER 😂

  • @animaze86

    @animaze86

    6 ай бұрын

    It's called 'Clippy'

  • @absbi0000

    @absbi0000

    5 ай бұрын

    Windows Copilot is already a thing. Things are moving fast.

  • @AlexanderMorou
    @AlexanderMorou10 ай бұрын

    Holy crap. The number of iterations in the technology stack that they've done in the background is massive. To make these tools usable, scalable, distributed, and likely things I don't even comprehend since it's out of my domain, is massive. I can't imagine how much it costs to use this stack, probably an enterprise level offering.

  • @shabsZA
    @shabsZA10 ай бұрын

    Love hearing about the hardware that exists behind the scenes - thanks for sharing

  • @harriehausenman8623
    @harriehausenman862310 ай бұрын

    Finally some actual insight into the system! Thank you so much for clarifying LoRA usage, clustering and your "AIOps" apporach 🙏 Good to see someone so knowledgeable talk about it!

  • @ankushalgudkar1646
    @ankushalgudkar164611 ай бұрын

    Absolutely fascinating look into the BTS of these incredibly powerful AI tools now. I was always guessing that the easier something looks and feels for the consumer, ALOT of manpower, cost, time, resources would have gone into making that a reality. Massive respect to Microsoft for the transparency and releasing these videos on how they're building their AI capabilities. Incredible time to be alive!

  • @ffmaniac
    @ffmaniac11 ай бұрын

    after listening to these guys.... i feel that my work is useless and only a few people over the world get to do really impressive stuff.

  • @aeromotive2

    @aeromotive2

    11 ай бұрын

    what do you do

  • @HelloThere-xs8ss

    @HelloThere-xs8ss

    11 ай бұрын

    Kinda yeah. People benefit in all industries from a small group of capable and driven people

  • @andrewmayorga6649

    @andrewmayorga6649

    11 ай бұрын

    Comparison is the killer of joy!

  • @sbrunner69

    @sbrunner69

    11 ай бұрын

    Same. Chin up, your work is good too.

  • @therealb888

    @therealb888

    11 ай бұрын

    ​@@monad_tcp This is unfortunately true because everyone wants the easiest path to make the most money.

  • @naipaulojar7761
    @naipaulojar776111 ай бұрын

    A very good session showing what is under the covers with Microsoft's AI computing. Microsoft is going a good job with the confidential compute which is ultra important for business who want to use AI for both the business & their customers.

  • @4.0.4
    @4.0.411 ай бұрын

    It's impressive how GPUs have become such a powerhouse. CUDA was a bright idea way back when. Wish AMD competed better here.

  • @theskeletonboi

    @theskeletonboi

    11 ай бұрын

    Don't forget Tensor Cores

  • @Speedboycentral

    @Speedboycentral

    11 ай бұрын

    george hotz is going to change that - AMD will be a powerhouse soon

  • @soraaoixxthebluesky

    @soraaoixxthebluesky

    9 ай бұрын

    @@SpeedboycentralI personally admire George but this is not a simple problems. Even he himself gave up on AMD hardware after trying to run the 7900XTX to utilize his own AI framework, Tinygrad. But in AMD has already build a translation layer for ROCm to run CUDA on AMD hardware. How much of a performance penalty? We don’t know.

  • @TomWhi
    @TomWhi11 ай бұрын

    I love it when Mark is on the show, he's an absolute tech heart throb!

  • @TheB1nary

    @TheB1nary

    11 ай бұрын

    Just said that to my wife. The look I got! 🤣😂

  • @TomWhi

    @TomWhi

    11 ай бұрын

    @@TheB1nary rookie mistake, I quite quickly found out my wife is very judgmental about my tech-celeb crushes. For example I definitely don't talk about John Savill in front of her any more! 😂

  • @TheB1nary

    @TheB1nary

    11 ай бұрын

    @@TomWhi Duly noted -- I often watch the man-beast John Savill and brag about him! 🤣

  • @TomWhi

    @TomWhi

    11 ай бұрын

    @@TheB1nary it's hard not to! The brain on that guy...!

  • @ArnaudMEURET

    @ArnaudMEURET

    11 ай бұрын

    He is legend ! 😊 #FluffYouSony

  • @ShareReachCommunity
    @ShareReachCommunity11 ай бұрын

    This was so nice. Cant wait to learn more about Azure.

  • @ITube4RealFun
    @ITube4RealFun11 ай бұрын

    The legendary Mark Russinovich.

  • @Shahawir
    @Shahawir11 ай бұрын

    The fat tree topology still used in every data center, brilliant and simple ideas live very long

  • @WilliamAshleyOnline
    @WilliamAshleyOnline9 ай бұрын

    What I am wondering is if they have built in industrial process to use the heat produced for some industrial process as well as thermocoupling to capture energy from the differential? Is the heat built into the model to process like dehydration, or chemical process?

  • @AndersKeisHansen
    @AndersKeisHansen11 ай бұрын

    Epic video, thank you :)

  • @danypell2517
    @danypell251711 ай бұрын

    So cool. Keep it up!

  • @cowboyuniverse7258
    @cowboyuniverse725811 ай бұрын

    I’ve never seen comp specs as this sexy. It’s freakin insane.

  • @coopmanfamily
    @coopmanfamily11 ай бұрын

    Do you build power plants by these servers?

  • @ndolson
    @ndolson11 ай бұрын

    chat gpt와 대화할때, 대화 한줄에 얼마의 전력과 냉각수를 사용할까요? 물 50ml정도를 냉각수로 사용하나요? 궁금하네요 How much power and coolant do you use for a line of conversation when you talk to a chat gpt? Do you use about 50ml of water as cooling water? I'm wondering.

  • @letsworksimple

    @letsworksimple

    11 ай бұрын

    Less than a bitcoin lol

  • @udirt
    @udirt11 ай бұрын

    holy... I had no idea Mark would be quite young still - he was already god-level windows guru when friends and I started our careers in the late 90s - he must've broken through the technological ceiling at 25 or something!

  • @staffanlundberg

    @staffanlundberg

    11 ай бұрын

    I am a fitness freak and my first thought when I saw him was like...ok, this somewhat elderly guy is EFFICIENT due to his physical condition. He actually looks like another fitness freak ....which makes me wonder...I always thought efficient nerds were pale and skinny as they work too much, but this guy must be semi-retired to be in that shape ? If not, then I don´t understand how he does it !

  • @brownianmotion6319

    @brownianmotion6319

    11 ай бұрын

    Rumour has it that he keeps a self portrait in the loft.

  • @harriehausenman8623

    @harriehausenman8623

    10 ай бұрын

    @@brownianmotion6319 🤣That would be quite "gray" !

  • @raffriff42

    @raffriff42

    5 ай бұрын

    @@staffanlundberg He only works part time (sold Winternals to MS long ago) and can afford a good gym with pro trainer(s). Good for him, I say.

  • @mantrax314
    @mantrax3145 ай бұрын

    Just came to my youtube this video... it is very impressive, the infrastructure.

  • @wildfire6866
    @wildfire686611 ай бұрын

    Very impressive!

  • @CMDRScotty
    @CMDRScotty11 ай бұрын

    Its intersting to see how supercomputers have changed over time. Supercomputer before the Cray 1 in 1976 were the size of warehouses. Cray built small supercomputers then starting in the 90s they started getting bigger again and now they are the size of warehouses again.

  • @vylbird8014

    @vylbird8014

    11 ай бұрын

    The Crays were from that brief time when supercomputers were custom-engineered architecture. Every supercomputer in recent decades is made by connecting off-the-shelf hardware together. The engineering challenge is in making all that hardware operate coherently without excessive overhead and able to tolerate the inevitable hardware faults. You take a pile of hardware accelerators and stuff them in a server, a stack of those servers in a rack, a row of those in a room, wire it all together with the fastest ethernet or infiniband you can afford, then hire some crazy-good computer science specialists to make them all work together, and some pretty-good HVAC and power engineers to stop the thing from melting itsself or the local substation.

  • @fmcmarques
    @fmcmarques11 ай бұрын

    I remember Mark Russinovich from the old days, from sysinternals tools

  • @aliveandwellinisrael2507

    @aliveandwellinisrael2507

    4 ай бұрын

    lol yep

  • @p.c.336
    @p.c.33611 ай бұрын

    I didn't imagine Mark Russinovich like this, when I used his tiny but very powerful tools several decades ago 😁 Bginfo, filemon etc..

  • @dibu28

    @dibu28

    10 ай бұрын

    Same😂

  • @harriehausenman8623

    @harriehausenman8623

    10 ай бұрын

    @@dibu28 procexp64.exe FTW! 🥳

  • @jeffzhang769
    @jeffzhang76911 ай бұрын

    Great video!

  • @ivan_i_am
    @ivan_i_am3 ай бұрын

    Mark is the Azure, fascinating amount of knowledge came from this guy in short period of time. Go systernals! 😊

  • @CarletonTorpin
    @CarletonTorpin11 ай бұрын

    15:00 - Confidential GPU seems like a great idea; individual models can retain their IP while simultaneously contributing to a larger brain.

  • @ualrdyknowaitiz
    @ualrdyknowaitiz11 ай бұрын

    I don't think people how insane MSFT execution of their Ai strategy is - I have never ever seen a company execute a strategy so cohesively as a unit - not even small business - let alone a behemoth like MSFT To get every single department of MSFT to work collaboratively to embed Ai into every product is unheard of ---

  • @aldosansan2335
    @aldosansan23359 ай бұрын

    Russinovich Is one of my biggest inspiration in IT!

  • @tombranson9341
    @tombranson934111 ай бұрын

    Mark is the Master of the Microsoft Universe!!!! He has got more genius in his pinkie that I got in my entire body.

  • @harriehausenman8623
    @harriehausenman862310 ай бұрын

    BTW, there's your "moat" right there: MS is in the perfect position in the middle of the triangle between hardware (nvidia), foundation systems (OpenAI) and the customer (Azure)!

  • @TerragonDE
    @TerragonDE11 ай бұрын

    Very interesting insight, thank you! Microsoft is back :-)

  • @seebradrun
    @seebradrun5 ай бұрын

    Excellent presentation

  • @huytranvan2754
    @huytranvan27545 ай бұрын

    Can't believe I spent nearly 16 minutes watching a MS Azure advert... :) So interesting

  • @AtYourService-fh5fu
    @AtYourService-fh5fu9 ай бұрын

    Great insight into a great technology!

  • @maithriashokan
    @maithriashokan5 ай бұрын

    It was fun and informative listening to the CTO talk about Azure infrastructure. His vocabulary is amazing and the jargons he uses is so smooth. It shows his tenure!

  • @emaayan
    @emaayan11 ай бұрын

    1:37 did they actually called it MEGATRON?

  • @You_Name_It

    @You_Name_It

    11 ай бұрын

    Yup they did

  • @MSFTMechanics

    @MSFTMechanics

    11 ай бұрын

    Indeed. From the blog, "the largest and the most powerful monolithic transformer language model trained to date, with 530 billion parameters" www.microsoft.com/en-us/research/blog/using-deepspeed-and-megatron-to-train-megatron-turing-nlg-530b-the-worlds-largest-and-most-powerful-generative-language-model/

  • @canalgeek42

    @canalgeek42

    11 ай бұрын

    LOL :D

  • @MasayaShida

    @MasayaShida

    11 ай бұрын

    Uh ohh we need Optimus.

  • @MSFTMechanics

    @MSFTMechanics

    11 ай бұрын

    ​@@MasayaShida...more than meets the eye

  • @timburtell8718
    @timburtell87185 ай бұрын

    I like to imagine a time traveling 1700s pilgrim watching this video and trying to make sense of anything said here.

  • @christerry1773
    @christerry17739 ай бұрын

    So is chatGPT essentially located in one location? Where he described the server stacks and gpu’s.

  • @MSFTMechanics

    @MSFTMechanics

    9 ай бұрын

    There are multiple instances of GPT-4 running concurrently in multiple locations to run ChatGPT and other GPT-based services.

  • @tombyrne6433
    @tombyrne643310 ай бұрын

    Awesome stuff appricaite all the effor Microsoft puts in to build the future!

  • @portlyoldman
    @portlyoldman10 ай бұрын

    Sounds wonderfully like a talk about the Turbo Encabulator 🤣

  • @Maisonier
    @Maisonier11 ай бұрын

    So ... tell us ... are you using megatron-turing nlg 530b for your own enterprise decisions?

  • @SereneDiaries
    @SereneDiaries11 ай бұрын

    Impressive!

  • @NotSure416
    @NotSure4164 ай бұрын

    What is the reliance of ChatGPT on phase detractors and magneto reluctance?

  • @therealb888
    @therealb88811 ай бұрын

    Are we going to see the latest gen nvidia H100s being used here? How much of a difference would it make if nvidia open sourced their drivers?

  • @SlCKB0Y-sb1kg

    @SlCKB0Y-sb1kg

    11 ай бұрын

    Lol. Never going to happen!

  • @therealb888

    @therealb888

    11 ай бұрын

    @@SlCKB0Y-sb1kg I haven't followed the news lately, but why? Last time I checked the out cry was to halt LLM research before these H100s are deployed. Why say, never gonna happen?

  • @SlCKB0Y-sb1kg

    @SlCKB0Y-sb1kg

    11 ай бұрын

    @@therealb888 Sorry, I should have given context. Various individuals and organisations related to Linux have been extremely vocal with trying to get Nvidia to open their drivers for literally decades. Nvidia has always been extremely hostile to open source and consider their drivers to be an integral part of their intellectual property.

  • @therealb888

    @therealb888

    11 ай бұрын

    @@SlCKB0Y-sb1kg I know right, even Linus flipped nvidia 😂. I hope there would be leak of all their firmware, drivers, etc A change in senior management?, even better. But now with AI the demand for open sourcing should be from deep pockets. Even microsoft sold windows source code to governments. It's an unfortunate misery that AI research relies on nvidia cuda & it's closed source stack while AMD is going out of it's way to opensource. Time has proven that in software, opensource wins.

  • @SlCKB0Y-sb1kg

    @SlCKB0Y-sb1kg

    11 ай бұрын

    @@therealb888 Yea, I love it! kzread.info/dash/bejne/m42L3K-vnM2YgrQ.html . Realistically though, I think the fact that the whole AI industry is so dependent on Nvidia will become really problematic in the near future.

  • @Mr.Denmark
    @Mr.Denmark11 ай бұрын

    Keep it up, thanks microsoft.

  • @zy2870
    @zy28704 ай бұрын

    it's great to see how MS and NVIDIA are working together to build the AI infra. Though wondering how good is it compared to Amazon and GCP?

  • @MSFTMechanics

    @MSFTMechanics

    3 ай бұрын

    Azure's support for NVIDIA Quantum InfiniBand and NVLink is a differentiator here and it's something Azure has had a head start on vs. other vendors who currently offer it.

  • @KlausRosenberg-et2xv
    @KlausRosenberg-et2xv11 ай бұрын

    Why have I never heard of a Microsoft's Megatron Turing? It is three times bigger than gpt-3 and can do a variety of stuff, even use natural language...

  • @Popdad
    @Popdad11 ай бұрын

    Loved it

  • @jeremiahmullikin
    @jeremiahmullikin11 ай бұрын

    Is there any reason why GPT-4 can't handle calculating simple problems like power factors or the height of the meniscus in a capillary tube without making mistakes?

  • @bendito999

    @bendito999

    11 ай бұрын

    when combined with Wolfram to help it do the math, it can do better. Gpt itself is bad at being exact with numbers, being good with the numbers isn't one of the things it is trained in, that's not the 'game' GPT itself is playing. GPT itself is playing more of a 'if this is written so far, what do you think should be written next' game, that it is pretty good at

  • @kevinmcfarlane2752

    @kevinmcfarlane2752

    11 ай бұрын

    In my playing around with the Chat AIs I’ve found that they are both better than you expect and worse than you expect. There are some surprisingly simple things they still can’t do. But there is also an art to formulating your prompts too. So you can sometimes correct their answers with a little prodding.

  • @markarca6360
    @markarca636010 ай бұрын

    From the man who brought us Sysinternals!

  • @grey8_
    @grey8_11 ай бұрын

    13:42 "... and that's where we excel." Me: "Word."

  • @maximodakila2873
    @maximodakila287311 ай бұрын

    Can somebody tell me what's the name of the VSC plugin that creates separate blocks for each python method? It looks neat

  • @bright5801
    @bright580111 ай бұрын

    he knows his stuff.

  • @TonyFarley-gi2cv
    @TonyFarley-gi2cv5 ай бұрын

    So how come your linear and at the options of Wi-Fi won't align together

  • @kaizen9554
    @kaizen955411 ай бұрын

    At this point Microsoft is killing it. On services: Azure, productivity suite, search engine, and also with edge browser being the best browser on the market; I do everything on edge- reading pdf, it reads text now, fast browsing. Microsoft is making a big comeback

  • @ItsWesSmithYo
    @ItsWesSmithYo4 ай бұрын

    Watching the free market at work is an amazing thing 🤙🏽😎🖤🐓

  • @tuapuikia
    @tuapuikia11 ай бұрын

    9:45 I'm glad criu is now used in mainstream

  • @eyesoffloraandfauna8728
    @eyesoffloraandfauna872810 ай бұрын

    3:40 why they use GPUs and without gpu is it possible ? Apple like technology used

  • @oldtwinsna8347

    @oldtwinsna8347

    8 ай бұрын

    Running exclusively on CPUs would be exponentially slower for the same amount of money spent on hardware. GPUs are purposely built for parallel and vector processing, which is what a lot of AI needs. CPUs, meanwhile, are built for general instruction processing.

  • @mpp9796
    @mpp97969 ай бұрын

    Does it requires a reboot?

  • @optimusctts
    @optimusctts10 ай бұрын

    Quite the work

  • @SaurabhOKumar
    @SaurabhOKumar11 ай бұрын

    What are the energy optimization techniques you use to save the power for all these forms information processing?🤠🤔What does your electric meter display read now-a-days? 🧐🤫🤑🤯 Can you portray energy consumption in modules/sections and represent it in a graphical workflow for the whole picture? Not trying to be sarcastic, just asking. Okay🤗👍

  • @scosminv

    @scosminv

    11 ай бұрын

    Chat GPT is the new Crypto :D

  • @devrim-oguz
    @devrim-oguz11 ай бұрын

    10:08 it is a bad idea to name it as LoRa since the name is used for radio communication modules. I guess the guy invented the name never "googled" it.

  • @sergeymatpoc
    @sergeymatpoc11 ай бұрын

    that's an amazing story. Now I feel jealous =). Why can't I work on the most sophisticated hardware for the most cutting edge technologies, and just providing services to our Biz customers (whoever they may be) =). (P.S. technically, I work in Microsoft though, but still - our sub-org is way far behind)

  • @RockoPY
    @RockoPY9 ай бұрын

    Omg amazing video

  • @VulcanOnWheels
    @VulcanOnWheels11 ай бұрын

    12:20 That keyboard looks as if the video is mirrored, but the text does not look mirrored. What's going on here?

  • @marie-chantalcote3157

    @marie-chantalcote3157

    11 ай бұрын

    She have a left hand keyboard

  • @deflekt
    @deflekt4 ай бұрын

    what about STABILITY AI , weredo they fit into all of this ??

  • @nangld
    @nangld11 ай бұрын

    Will MS finish the Project Milo now?

  • @thuokagiri5550
    @thuokagiri55509 ай бұрын

    Brilliant

  • @nickspang
    @nickspang11 ай бұрын

    If I saw this without knowing that it’s successfully in production, I’d be think to myself “yeah it’s a lot of hype, but does it really work?” My perception of Microsoft has now changed.

  • @meepk633

    @meepk633

    11 ай бұрын

    What is in production?

  • @lassmirandadennsiewillja3943
    @lassmirandadennsiewillja39439 ай бұрын

    Its now the ENTRA CTO:-)

  • @vibdib
    @vibdib9 ай бұрын

    How do you input 530 billion parameters

  • @monad_tcp
    @monad_tcp11 ай бұрын

    8:59 so this is why GPU access is so expensive in all the other products, you just hog the GPU, damn, I want this.

  • @randomsam83
    @randomsam8310 ай бұрын

    Thanks for Sysinternals

  • @cricketer1987
    @cricketer198710 ай бұрын

    Very impressive. Makes me regret selling Microsoft stock last year - they are just so ahead of the game when it comes to AI. Fortunately though it is still driving my S&P 500 and NASDAQ 100 ETF gains for this year so still benefitting from the excellent innovations from Microsoft and OpenAI.

  • @SanjeevKrSingh-xi2zr
    @SanjeevKrSingh-xi2zr9 ай бұрын

    That's good 👍🏻

  • @nameinvalid69
    @nameinvalid6911 ай бұрын

    this feels like I walked into a far more advance alien civilization. I don't understand a thing. 😆😆😂😂🤣🤣

  • @8eck
    @8eck11 ай бұрын

    Great and skillful people are pushing big companies. Microsoft understood its weakness and now self-healing step by step.

  • @biokode
    @biokode10 ай бұрын

    where can I start learning stuff to understand more than 1% of what these fine gentlemen are talking about - I feel absolutely clueless, lol

  • @markmcdowell3105
    @markmcdowell31052 ай бұрын

    Is there a slow down button for his speaking? I can't keep up

  • @adriancoanda9227
    @adriancoanda92275 ай бұрын

    well adapt that AI for gaming generating and imagine that every person will be able to create their own personalized games or software's verry nice

  • @kevinmarti2099
    @kevinmarti20995 ай бұрын

    Thats a lot of compute. 😯

  • @onetruekeeper
    @onetruekeeperАй бұрын

    It would be great if it could make a customized videogame just for me at no charge.

  • @NK-iw6rq
    @NK-iw6rq11 ай бұрын

    I love Chat GPT!

  • @berbudy
    @berbudy11 ай бұрын

    Damn so hardware is not the bottle neck for AI huh, it only needs 96 GPU 😮

  • @letsworksimple

    @letsworksimple

    11 ай бұрын

    The network cards seemed to have been the bottle neck, 8 GPUs later and 8k per second video streaming possible

  • @keegang.justice1457

    @keegang.justice1457

    11 ай бұрын

    With their checkpoint/save type mechanism it was cut down to less GPU's than that and requiring less memory. Really quite brilliant

  • @alwanexus

    @alwanexus

    10 ай бұрын

    That was for fine tuning to a specific domain. 24 for LoRA, low rank adaptive fine tuning.

  • @javerikr
    @javerikr11 ай бұрын

    How can I prove that I am the only one using this application, and it is a real person? But my question is, why is it a real person?

  • @ChuckNorris-lf6vo
    @ChuckNorris-lf6vo11 ай бұрын

    Sold.

  • @letsworksimple

    @letsworksimple

    11 ай бұрын

    Chuck Norris once opened Windows and ChatGPT was invented by the operating system to respond 😂

  • @Krishnendulaha
    @Krishnendulaha5 ай бұрын

    If Microsoft now launches Surface devices with its own in house AI chip with Windows 12 full with AI features its going to change the personal computers... I hope

  • @supersmart671
    @supersmart6715 ай бұрын

    Microsoft Research is being synonymously with OpenAI

  • @lawyermahaprasad
    @lawyermahaprasad11 ай бұрын

    GPT 4 FT ... Holly shi....how to get access

  • @Larimuss
    @Larimuss11 ай бұрын

    What does it take to run it… computers.. who would have thought.

  • @ApostolisKourtis
    @ApostolisKourtis4 ай бұрын

    Yea but can it run Crysis?

  • @davidlee50
    @davidlee504 ай бұрын

    How many people have token miners?

  • @letsworksimple
    @letsworksimple11 ай бұрын

    Are there measures in place so it won’t be used for useless crypto mining?

  • @MoveCax
    @MoveCax9 ай бұрын

    cool

  • @letsworksimple
    @letsworksimple11 ай бұрын

    Why no solar panels on those data centres?

  • @Euquila

    @Euquila

    11 ай бұрын

    heat and cost

  • @chestuntin
    @chestuntin11 ай бұрын

    crazy.

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