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

In this Tutorial you'll learn how to deploy Machine Learning models with FastAPI, Docker, and Heroku.

Resources:

▬▬▬▬▬▬▬▬▬▬▬▬ CONNECT ▬▬▬▬▬▬▬▬▬▬▬▬

▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬

Timeline:
00:00 Introduction
01:08 Model Development
05:00 FastAPI app
08:44 Dockerize the app
14:14 Deployment to Heroku
17:46 Final Testing

#MachineLearning #FastAPI

[davegordon]

Best explanation I found in 3 days! Thank you.

[wuttipatsricharoensuk]

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.

[EGlobalKnowledge]

Thank you very much, was able to deploy the whole thing

[codecrush_]

thanks a lot for sharing, excellent tutorial!

[TAPa]

The filling in of the requirements.txt part is why all python users should use envs by default, all the time :)

[MrShihab]

Thanks for this professional tutorial :)

[manhpham]

Great tutorial! But could you tell me how to deal with docker-compose and Heroku, I have frontend and backend containers...

[jamm]

Thank you for the video. Will deployment work for large files for example an ml model of up to 2 Gb in size?

[jonahturner]

Hey, thanks for the tutorial! We've noticed that our production FastAPI services all suffer from memory leaks, any suggestions/experience with that?

[mendezluis]

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

[mansamusa]

Thanks! Does anyone know how to easily deploy an ML Model which requires GPU ? (Like ine tuned stable diffusion model)

[noobjokr]

can you help me like i want to a image classification ml model to deploy but in ur video its string version

[ollieq]

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? :)

[vhxprtr]

Can you give link to google colab notebook?

[smiley]

other than heroku, when can we deploy it?

[FiringTap]

If i have my idea can i deploy public ?

[ahb]

Heroku no longer has an free tier, any other recommendations?
Btw great video 😊

[alice.access]

for bigger models, doesn't this cost a lot to host and run per month?

[thisiskartik]

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.