Tutorial 11- How To Deploy End To End ML Projects In Production AWS Cloud Using CI CD Pipeline

In this videos we will be seeing how we can deploy end to end ml application using ci cd pipelines and github asction uing ECR and EC2 instance

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Timelines
00:00:00 Prerequisites
00:01:31 Docker And Workflow Set up
00:14:42 Iam User Setup In AWS
00:18:57 ECR Repository set up
00:20:06 EC2 Instance set up
00:23:13 Docker Set up In EC2 instance
00:25:19 App runner set up
00:35:09 run Workflow

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[svitlanatuchyna]

This is an incredible lesson! I haven't seen anyone on Youtube doing videos of the same quality about deployment. So clear and easy to understand. Thank you a lot!!!

[pritambhakta]

Awesome Sir ...Thanks
Sir, Can you please make one project with batch prediction and deployment with schedule and monitoring tools
This will be very helpful for all the fresher and experienced candidates

[mrrobot]

i don't recall if any other youtuber has done this.. kudos to krish

[sushantgarudkar]

So elegant, So beautiful this series is like a wow! 😉 Thanks a lot for this!

[BananaPieGaming]

These videos are wonderful. Will there be any content on model monitoring and continuous retraining? That would be an incredible addition to this series

[sawfhsawfh]

Thank you so much Mr.Krish for share video for iNeuron student

[gaurav]

Very Good series Krish . It would be great if you will add mlflow .
.

[anamtaamin]

Need video on Github Actions sir, Thank you.

[arkxv]

Sir Still We are Not received Our reimbursment Of Rajasthan IT Day Hackthon...😢

[rohitkochikkatfrancis]

PLEASE DO A COMPLETE VIDEO ON HOW TO

1. Load data
2. Exploratory data analysis
3. Data preprocessing like feature encoding, scaling, (numerical and categorical) with pipeline, sampling the target, using PCA
4. Classification using traditional machine learning
5. Classification using neural network


Please do one video with all these together. With Target feature being a categorical variable.


WOULD MEAN THE WORLD TO A LOT OF US TO UNDERSTAND MACHINE LEARNING PROPERLY WITH ALL THESE METHODS

[adityahpatel]

Your efforts and passion for teaching are amazing. thanks. can you please make videos on github actions and CICD pipelines on a more detailed level?

[kocatulum]

Great video. To make the container actually predict without error I needed to change the requirements.txt with the following: scikit-learn==1.2.1

[seemanshushukla]

thank you sir for making such an amazing contents ❤

[SuryaSaithana-uedq]

My ML XP
Before finding this channel: 500
After finding this channel: 50000 and counting…

[harshitkedia]

If your Dockerfile does not include any apt-get install commands, then running apt-get update alone has no practical effect. The apt-get update command updates the list of available packages and their versions, but without subsequently installing or upgrading any packages using apt-get install or apt-get upgrade, the update is unnecessary.

Therefore, in a Dockerfile that does not use apt-get install, you can safely omit apt-get update as well.

[Mjj]

I am writing to express my disappointment regarding the reimbursement promise made during the Hackathon event that I participated in Rajasthan. As per the agreement, it was promised that the traveling expenses would be reimbursed, but unfortunately, I have not received any reimbursement to date.

[insaneclutchesyt]

can you please make a video on how to deploy using vercel deployment please ..

[rayyanshaikh]

For anyone getting 'Waiting for a runner to pick up this job...' error in continuous deployment, update runs-on: self-hosted to runs-on: ubuntu-latest in continuous deployment in main.yaml file, it works like a charm.

[Prashanthsheri-lx]

Complete video on CI CD using AWS? any Video?

[asieharati]

Thank you very much Krish. The yaml file you used is not exactly the one from Github actions. Can you please make a video about how you customized it?