How to Deploy Machine Learning Models on Google Cloud Platform

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Learn how to deploy Machine Learning models on Google Cloud Platform with this step-by-step tutorial. In this video, you’ll see how to deploy a model to Google Cloud Platform, create a deployment endpoint, and deploy your model for use in production. Get started quickly and easily with this guide.
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Learn about Heroku Deployment: • Deployment of ML Model...
GitHub Link: github.com/beingdatum/BreastC... (Flask)
GitHub Link: github.com/pik1989/BreastCanc... (Same Flask code used for Heroku, and almost the same code deployed on Google Cloud Platform)
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Опубликовано:

28 авг 2020

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Комментарии : 40

@posh1718 3 года назад

👍👍 explained well!

@sudinroy7979 3 года назад

Very nice and interesting vedio. Thank you again.

@tupaiadhikari 3 года назад

Thanks Satyajit, your video was valuable. Regards.

@SatyajitPattnaik 3 года назад

Thanks Ritish.

@blaiseyonga9686 2 года назад

Thank you so much

@SatyajitPattnaik 2 года назад

welcome

@vishalvanpariya1466 3 года назад

how to configure Tensorflow enviroment?

@muvvalavenkataaravindasatv2131 3 года назад

Sir, I am getting the following error: DENIED: Token exchange failed for project 'getheartstatus'. Access denied I have followed the same steps that are shown in the video. I request you to help me resolve this issue as soon as possible.

@hareshmusti4027 3 года назад

your video is helped me thank you, i have question can we deploy deep learning into GCP? if yes please make video on it it will help so many people like me. thank you

@SatyajitPattnaik 3 года назад

Yes we can, will do a video soon.

@hareshmusti4027 3 года назад

@@SatyajitPattnaik Thank you sir

@sanskartewatia4320 3 года назад

It fails to deploy within 10 minutes, granted my saved model is more than 300mb, how to go about it?

@rababalla8754 3 года назад

thank you for this enriching video, my question is what this use of google cloud is free of charge

@SatyajitPattnaik 3 года назад

Yes, when you create your account, you will need a credit card and initial few credits will be free, you can easily use these credits to deploy multiple projects. 👍

@rababalla8754 3 года назад

Thank u so much for ur time and effort :D

@suryanshgupta963 2 года назад

Thank you so much sir for the helpfull video and the responsive answer. And thanks brother for the question.

@AITCare 2 года назад

Thanks for sharing this video, I followed every step in this video but I am getting 502 bad gateway errors from the URL. As you said in the video, I wrote my code in "if name== main" but still getting the same problem, please help me to rectify the error.

@SatyajitPattnaik 2 года назад

Keep trying Jeevan, personal guidance would be a bit difficult, and I am sure you will figure this out.

@rattananthongsari9974 2 года назад

@@SatyajitPattnaik i have the same problem too how to fix it

@SatyajitPattnaik 2 года назад

@@rattananthongsari9974 It was working earlier, there might be some recent changes to the flow, keep trying, else post your question on stackoverflow.

@RaviSingh-ki7pi 2 года назад

Any video on how to deploy big query ml model on gcp or do you have any idea about model(big query ml model) deployment for marketing on gcp?

@SatyajitPattnaik 2 года назад

will do it soon 👍

@sonalipawar828 3 года назад

Sir is it important to add gunicorn in requirements.txt file in gcp

@SatyajitPattnaik 3 года назад

Not required

@sourabhpramanik3957 2 года назад

Hi, for me during deployment its showing this " Error Response: [4] Cloud build did not succeed within 10m."...could u please help me with some suggestion.

@SatyajitPattnaik 2 года назад

Can u do a small test on a basic hello world application and see if that works? The error you got is because of timeout, but there could be multiple reasons for this error, so keep grinding and check Stackoverflow for solutions, if u don't get help, post a question on Stackoverflow

@sourabhpramanik3957 2 года назад

@@SatyajitPattnaik ok... thanks for the response.🙂

@kirupaathananim.s4694 3 года назад

can we deploy models in google kubernetes engine

@SatyajitPattnaik 3 года назад

I will explore this option and get back, I personally haven't done it yet.

@kirupaathananim.s4694 3 года назад

@@SatyajitPattnaik Great. Waiting to see your upcoming sessions

@rafailmahammadli2213 3 года назад

it is only used for deployment? we can write our code there?

@SatyajitPattnaik 3 года назад

For writing codes, why don't you use Google colab.

@sonalipawar828 3 года назад

Sir everything is done but when I run the project it's showing 502 bad gateway what should I do

@SatyajitPattnaik 3 года назад

Not sure, you need to debug the issue, try debugging, if you can't solve it in a day or two, let me know.

@sonalipawar828 3 года назад

@@SatyajitPattnaik sir it's showing 502 server error

@shailjasaraf321 2 года назад

Hey were you able to solve this i have the same problem

@vishalvanpariya1466 3 года назад

this is only for simple Ml model, never work with DL models

@SatyajitPattnaik 3 года назад

I have also deployed some DL PoCs using this technique. Obviously industry level models can't be deployed, as it's way too complex.

@vishalvanpariya1466 3 года назад

@@SatyajitPattnaik i am just deploying 5 layer DL model but if write any code related to tensorflow it is not working. Do I need to setup anything in gcp?