Serving Machine Learning Models As API with FastAPI

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In this tutorial we will learn how to build a machine learning API with FastAPI. We will serve our ML model as an API.
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# Installation
pip install fastapi
pip install uvicorn

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==Written Tutorial & Code==

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Great! FastAPI is a hidden gem in the Python community.

ChumX

ahh yes. Another FastAPI tutorial.. keep em coming

whichdude

Nice video! Would you always want to load your model when making a prediction? Would it not be better to load the model when the API starts up and then the model is ready to make predictions? I'm trying to do something similar with a tensor flow model and it takes a few seconds for the model to load, surely I wouldn't want this to happen for every request?

Jamin

Can you demonstrate some example on some financial data? Any finance problem from kaggle. Love from India 😁

manishshinde

great work !! Thanks for sharing . Could you also make an video on how to deploy SpaCy ner model using FastApi

snehithadevarapu

Any suggestions on how to host a FastAPI app on IIS Windows?

amaralikadic

Thank you for nice sessions. Can you please make session on streamlit with fast api

karthikb.s.k.

Nice video! I was wondering if you should use the await keyword when you predict using your model? Does that make any difference?

MrChinitodakid

This is awesome man! Thank you very much!!

lautaroparada

how you thought about giving a tutorial on how to integrating fastapi and streamlit into a machin learning program?

chengchen

Nice video! can you also do a tutorial about FastAPI Health check

raffalshafiei

Hey man, your work is amazing! Can we have a computer vision task using fastapi (async) and streamlit?

dingding

Can you do a video on

Fastapi + streamlit + deployed on glitch.com

Because glitch is free and no restrictions unlike heroku, it would be super awesome

sainath

Can you somehow connect fastapi with streamlit frontend?

thedrunkprogrammer

Good video! Can you publish the models you used in this demo?

ramjeghan

This very interesting video. I am new newbie in python mostly in machine learning. i was trying to follow up as you are doing the tutorial but, the problem i get is that when i try to run the code this is the error i am getting Error loading ASGI app. Attribute "app" not found in module "main" and is nt0 connected . Can you pls see if you can see to this for me? Thanks in advance

abdulaitj

Bro can you guide how can i deploy this app on aws

tesla

Please change the file name so the name 'app' is not confused between file name and function name.

qrubmeeaz

great video, just try to speak louder and slower.

RamonX

Please put up the volume. It's really low. Can't hear anything you're saying. Many of your vids are like this.

Lisaiceland

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