Deploy ML models with FastAPI, Docker, and Heroku | Tutorial

  Рет қаралды 103,172

AssemblyAI

AssemblyAI

Күн бұрын

Пікірлер: 51
@davegordon6233
@davegordon6233 Жыл бұрын
Best explanation I found in 3 days! Thank you.
@wuttipatsricharoensuk5072
@wuttipatsricharoensuk5072 Жыл бұрын
Thank you so much for sharing this excellent tutorial. I followed the steps, and I was able to successfully deploy my first model. Your clear explanations and step-by-step guidance made the process really smooth and enjoyable.
@ary_21
@ary_21 Жыл бұрын
heroku doesnt have a free tier anymore , you have a paid subscription?
@wuttipatsricharoensuk5072
@wuttipatsricharoensuk5072 Жыл бұрын
@@ary_21 I haven't subscribed to any paid plan on Heroku. I just deleted the app once I finished deploying it. Since it avoids any unnecessary costs while still taking advantage of learning and experimentation.
@ary_21
@ary_21 Жыл бұрын
@@wuttipatsricharoensuk5072got it, actually I have interviews in next 2 months so looking for.a solution for free deployment Being. A fresher i cant afford aws etc If you know any do let me know
@MrAmgadHasan
@MrAmgadHasan Жыл бұрын
@@ary_21 render has a free tier that offers 512GB of RAM and 0.1 CPU. You can deploy fastapi (and even plotly dash and streamlit) there but your models need to be able to run with these limited resources.
@boisiul
@boisiul Жыл бұрын
really great tutorial, thanks man!
@MrShihab100
@MrShihab100 6 ай бұрын
Thanks for this professional tutorial :)
@TAP7a
@TAP7a Жыл бұрын
The filling in of the requirements.txt part is why all python users should use envs by default, all the time :)
@EGlobalKnowledge
@EGlobalKnowledge Жыл бұрын
Thank you very much, was able to deploy the whole thing
@codecrush_666
@codecrush_666 Жыл бұрын
thanks a lot for sharing, excellent tutorial!
@checher100
@checher100 Жыл бұрын
absolutely great! Thanks for that
@ajeetsbpr
@ajeetsbpr Жыл бұрын
Thanks for explaining this.
@ivan07valdes
@ivan07valdes 11 ай бұрын
What a good video!
@muhammadumarsotvoldiev8768
@muhammadumarsotvoldiev8768 Жыл бұрын
thank you. This video helped me a lot
@caxupin6666
@caxupin6666 Жыл бұрын
Thanks for the video!
@currentactivities6527
@currentactivities6527 Жыл бұрын
thank you for sharing ❤
@noobjok3r640
@noobjok3r640 8 ай бұрын
can you help me like i want to a image classification ml model to deploy but in ur video its string version
@TheSkogemann
@TheSkogemann 2 жыл бұрын
Thank you! 👏
@jamm9848
@jamm9848 Жыл бұрын
Thank you for the video. Will deployment work for large files for example an ml model of up to 2 Gb in size?
@smiley3239
@smiley3239 9 ай бұрын
other than heroku, when can we deploy it?
@alice.access5
@alice.access5 6 ай бұрын
for bigger models, doesn't this cost a lot to host and run per month?
@ahb5819
@ahb5819 Жыл бұрын
Heroku no longer has an free tier, any other recommendations? Btw great video 😊
@ashishmehra5143
@ashishmehra5143 10 ай бұрын
Vercel is a free option but I have not seen a success after deployment. I am able to run the application locally but when not after the deployment.
@FiringTap
@FiringTap 7 ай бұрын
If i have my idea can i deploy public ?
@manhpham5772
@manhpham5772 Жыл бұрын
Great tutorial! But could you tell me how to deal with docker-compose and Heroku, I have frontend and backend containers...
@ollieq5259
@ollieq5259 2 жыл бұрын
Hey, at 14:52, you're using iTerm2 as your terminal in MacOS right? I also use it. But how did you make it pretty, specifically getting that 'arrow' shape over the text, and making part of the text blue? :)
@Vicitoriachi
@Vicitoriachi Жыл бұрын
He's using the zsh (Z-shell) unix shell, instead of bash ;).
@jonahturner2969
@jonahturner2969 2 жыл бұрын
Hey, thanks for the tutorial! We've noticed that our production FastAPI services all suffer from memory leaks, any suggestions/experience with that?
@SizoMosibi
@SizoMosibi 4 ай бұрын
love it
@hpatelecom1
@hpatelecom1 Жыл бұрын
Briliant Patric
@aminatashnezhad
@aminatashnezhad Жыл бұрын
great job.
@mendezluis3346
@mendezluis3346 2 жыл бұрын
Hello, I have an error, when I deploy the model on Heroku, and then open the app, display a r15 and r14 error, what should i do? I try the model with tensorflow-cpu
@mansamusa559
@mansamusa559 Жыл бұрын
Thanks! Does anyone know how to easily deploy an ML Model which requires GPU ? (Like ine tuned stable diffusion model)
@FiringTap
@FiringTap 7 ай бұрын
genius!
@theiyobosa
@theiyobosa 2 жыл бұрын
Amazing!
@ElskiezVazcez
@ElskiezVazcez Жыл бұрын
thanks mate
@deepjyotibaishya7576
@deepjyotibaishya7576 6 ай бұрын
How to train in deep
@ДмитрийЧерноскутов-ц2о
@ДмитрийЧерноскутов-ц2о Жыл бұрын
Can you give link to google colab notebook?
@kulewers3876
@kulewers3876 2 ай бұрын
colab.research.google.com/drive/1uaALcaatvxOu42IhQA4r0bahfdpw-Z7v?usp=sharing#scrollTo=ip4Ozho_eq5q
@saifulislam-iv9px
@saifulislam-iv9px Жыл бұрын
Möge Gott dich segnen!
@caiyu538
@caiyu538 Жыл бұрын
Great
@cesaravalos7591
@cesaravalos7591 7 ай бұрын
2:00 Portugeese 🦆🦆🦆🤣🤣🤣
@adia9791
@adia9791 Жыл бұрын
Shouldnt you use ohe?
@googlecolab7388
@googlecolab7388 Жыл бұрын
like your smile
@markcuello5
@markcuello5 Жыл бұрын
HELP
@thisiskartik
@thisiskartik Жыл бұрын
Its a great video but I need to give a thumbs down because you never made this video a beginner friendly, Docker is really new to me as well has deploying it on heroku, it would have been great if you just a 1min introduction to what they are or where can we lear, like a prerequisite in the beginning of the video.
@otonomimusic
@otonomimusic 4 ай бұрын
catch up then
@smilebig3884
@smilebig3884 11 ай бұрын
too basic.
@gorterbalyants
@gorterbalyants 5 ай бұрын
Why you talk like that
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