Tutorial 12- Step By Step Production Grade Machine Learning Projects Deployment Azure Web App MLOPS

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In this videos we will be seeing how we can deploy end to end ml application using ci cd pipelines and github action using container registry and Azure web app

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check out the end to end project playlist

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Thanks Krish, really very informative and well structured playlist.
Well the catch was at solving errors 😂 but yes once you develop it, it feels amazing !

For those getting issues regarding the 500 error, make sure the runtime pythin version of the Azure web server is the same as your local machine’s venv version, had the sane error, but this worked for me also find about CORS, it really helped !

shubhammishra
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Will you be continuing this playlist for deep learning as well? and also testing unit test cases etc, experimenting and monitoring the model performance, Its will help us alot if you do that

Rakshitkhajuriabec
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Thanks for such valuable explanation about the end to end deployment and again Thank you!!

PawanSharma-gscy
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Hi
Your YouTube videos are good and very helpful.
can you please create a video on Azure Machine Learning Studio (END TO END)?

KishanKumar-fdon
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Thank You sir,
For posting a great series, have learnt a great amount of industry level work from these projects.

yuvrajdhepe
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this video series is really helpful, thank you sir

avgawande
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Thank You!
Great series, Do you pretend to do something related to monitor the model performance and the train pipeline?

laidsonpaes
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Pls make video on monitoring drift, and for model auto training

AdarshMamidpelliwar
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Hello sir, any videos on data injestion using mongo db and feature scaling ?

swL
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Hi Krish - Thanks for the wonderful videos. This tutorials playlist has a web application as an output. Do you have any video for case where there is no app UI but prediction scoring of real world data is automtically scheduled at regular cadence...The output would be scores maybe stored in csv or Hadoop table

DeepakVerma-wbjc
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Sir please bring a crash course for machine learning algorithms with end to end ml projects for data science sir it really needed sir because your tech stuff is really helpful and informative for me

Tech_Enthusiasts_Shubham
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Hey Krish,
Can you please make a video on the Azure Kubernetes service?

shubhammodi
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Anyone getting error after putting password for azure container registry, you can use the following command in the terminal to login: `docker login -u <ACR username> -p <ACR password> <ACR login server>`, after replacing respective terms with relavent values.

Also I would recommend to select 'basic' instead of 'standard' plan while creating registry and select 'basic b2' instead of 'premium' while creating web app, while following the steps of this video because these plans are cheaper and sufficient for our usage.

harshitkedia
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Is it easier/less code to write to deploy on Azure than AWS (tutorial # 11)? e.g. in aws, we had to set up and run the runner on the EC2, whereas in this video, i don't see you doing that on Azure!

adityahpatel
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will u make github action action video?

mohsinkh
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sir, how to do flight price prediction project? Not working in my system. Please help me sir

chandravarma
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How much size of file can we upload on free server

_rupeshchauhan
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heroku has stopped giving the free hosting of 5 app, can we get the video where we can host our project for free.

avnishmishra
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Hello sir i want to enroll for the data science

AjijPathan
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hello krish, i did all the steps but i got an erro 504, and in azure it gives me that i should scale, why?

everythinginteresting