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Docker for Machine Learning 

Aladdin Persson
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How and why to use Docker for Machine Learning development.
GitHub instructions:
github.com/aladdinpersson/Mac...
Timestamps:
0:00 - Introduction
0:39 - What is Docker
2:15 - Benefits of Docker
4:12 - How to set it up
5:30 - Example DockerFile
7:22 - Docker Image
7:50 - Docker Container
11:15 - Example script
12:20 - Docker Registry
13:15 - Outro

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31 июл 2024

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Комментарии : 35   
@anwarhermuche
@anwarhermuche 7 месяцев назад
Bro this video's quality is absolutely insane! Thanks a lot for the content Aladdin!
@bibhutibaibhavbora8770
@bibhutibaibhavbora8770 7 месяцев назад
Waiting for this series for a long time❤
@fizipcfx
@fizipcfx 7 месяцев назад
One very important thing about docker is that a docker container uses the kernel of the underlying operating system. Thats why they can get so small (alpine is 5mb !!) This means that you cant really use windows images on linux or vice versa. BUT windows has also a running linux kernel to be able to run docker images.
@AladdinPersson
@AladdinPersson 7 месяцев назад
You sure about this? It has worked for me so far (mac and linux). Haven’t tried running the container on windows though
@amortalbeing
@amortalbeing 7 месяцев назад
@@AladdinPersson yup, wanted to point this out as well. docker images are OS dependent. a Linux image wont run on windows unless you are using wsl which is linux.
@fizipcfx
@fizipcfx 7 месяцев назад
@@AladdinPersson AFAIK yes, mac and windows can run docker under some virtualization of linux kernel because it is open source, but it is much harder to run propriotery OSes in linux.
@victorcaquilpan3746
@victorcaquilpan3746 4 месяца назад
Wonderful tutorial man!
@faiqkhan7545
@faiqkhan7545 7 месяцев назад
do a whole series on docker ML and mlops . thankyou
@naevan1
@naevan1 4 месяца назад
thanks a lot amazing explanation
@morancium
@morancium 7 месяцев назад
Great video broo keep upp!!!
@iFastee
@iFastee Месяц назад
thank you for the vid :) great!
@geraldferbere4142
@geraldferbere4142 7 месяцев назад
Thanks for the tips! I'm just confused about what would happen if I create a docker container, parametrize it to use some local GPU and then share the container to a GPU-less server. Will docker revert to using the CPU only?
@evgen8600
@evgen8600 7 месяцев назад
Thanks for your videos, Aladdin! Can you please make a video how to develop and debug in docker container with IDE?
@BooleanDisorder
@BooleanDisorder 6 месяцев назад
Vad vacker du är! 🎉
@marathonour
@marathonour 7 месяцев назад
Is this the start of a series on Docker for machine learning? There are not many videos on this specific topic, so you should probably continue and go deeper with containerized experiments, cloud storage for artifacts and data, configuring s3, Nginx and finally the deployment. But if you stop with just this video, it won't have any impact. It's good for introduction, but too simplistic. By the way, I’ve been watching you for 3 years, keep up the good work :)
@dylanloader3869
@dylanloader3869 5 месяцев назад
"But if you stop with just this video, it won't have any impact. " The fucking entitlement is real. RU-vid is free to upload to, if you want to use S3 and Nginx, make a video on it. Every company uses a different stack, so as soon as you choose S3, you lose most of the people using GCP or Azure.
@marathonour
@marathonour 5 месяцев назад
​@@dylanloader3869 guess what, youtube is also free to leave comments on :) So yeah, as a viewer who wants to learn a certain stack, I'm asking him to continue this series with what I would like to see, any problems? and your argument is invalid, if there are people who have been using some stack for a long time, then what purpose does this video serve them? no impact I think
@alyl9734
@alyl9734 6 месяцев назад
You are brilliant. Can you do videos on Kaggle competitions like instacart prediction, like how to learn from other people's code and walk us through the whole process? That will help many of us.
@THEPAGMAN
@THEPAGMAN Месяц назад
Missed your videos bro, hope you are doing well
@ianpeng7518
@ianpeng7518 7 месяцев назад
Can I install Docker on a Mac? Would it occupy a large amount of storage space?
@bibhutibaibhavbora8770
@bibhutibaibhavbora8770 7 месяцев назад
Bro are you going to continue this series?
@Diego0wnz
@Diego0wnz 5 месяцев назад
We need a video about ur stanford adventures!
@RadRebel4
@RadRebel4 3 месяца назад
Amazing Video Could you also make a video on implementing text mechanis in GAN os that it could generate images from text
@sobhan3769
@sobhan3769 7 месяцев назад
First Comment 🎉 Keep Going..
@vigneshvicky6720
@vigneshvicky6720 6 месяцев назад
Yolov8 from scratch which is used for object detection , segmentation ext... Please plase...
@ucmanhvu1400
@ucmanhvu1400 6 месяцев назад
Can use share your neovim setup. Thanks very much
@ardagon385
@ardagon385 7 месяцев назад
would love to see how to deploy this on cloud platform like azure
@zhuangzhuanghe530
@zhuangzhuanghe530 5 месяцев назад
Hi, could you make a video about diffusion model from scratch?😇
@phongthe1272
@phongthe1272 7 месяцев назад
Thank you for your sharing! I know you from code from scratch Yolov3 video! So very curious about your job now! You are AI Researchers/engineer? Btw, I am always waiting your new videos! Plz keep up amazing work!
@squadgang1678
@squadgang1678 7 месяцев назад
Bro can you make playlists of videos (30mins each) for topics, instead of making 2- 3 hours long video😅
@SpesMagisteriiGradus
@SpesMagisteriiGradus 5 месяцев назад
why is there no comments about the lashes lol, tc of them sir youve been given a great gift
@anees2410
@anees2410 7 месяцев назад
Alhamdulillah
@s1lli
@s1lli 7 месяцев назад
they got twinks teaching ML now
@AladdinPersson
@AladdinPersson 7 месяцев назад
mur mur mur mur
@s1lli
@s1lli 7 месяцев назад
@@AladdinPersson very based continue
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