Create the venv

• python -m venv Kidney

activate the venv

• C:\Users\user\Desktop\Kidney_Disease\Kidney\Scripts\activate.bat

create a new repository on the command line

• echo "# Kidney_Disease" >> README.md
• git init
• git add README.md
• git commit -m "first commit"
• git branch -M main
• git remote add origin https://github.com/maheshpachpande/Kidney_Disease.git
• git push -u origin main

create .gitignore(python) file in repository and pull in folder

git pull

push an existing repository from the command line

• git remote add origin https://github.com/maheshpachpande/Kidney_Disease.git
• git branch -M main
• git push -u origin main

template.py

setup.py

requirements.txt

• pip install -r requirements.txt

src/init.py logger

utils common.py

dagshub

• MLFLOW_TRACKING_URI=https://dagshub.com/pachpandemahesh300/Kidney_Disease.mlflow \
• MLFLOW_TRACKING_USERNAME=pachpandemahesh300 \
• MLFLOW_TRACKING_PASSWORD=9f73334e82cb0e1dc7693e6eed2b0827c86e8db9 \
• python script.py

Run this to export as env variables:

• export MLFLOW_TRACKING_URI=https://dagshub.com/pachpandemahesh300/Kidney_Disease.mlflow

• export MLFLOW_TRACKING_USERNAME=pachpandemahesh300

• export MLFLOW_TRACKING_PASSWORD=9f73334e82cb0e1dc7693e6eed2b0827c86e8db9

dvc

• dvc init
• dvc repro
• dvc dag

Updating lock file 'dvc.lock'

To track the changes with git, run:

- git add dvc.lock

To enable auto staging, run:

- dvc config core.autostage true

Use dvc push to send your updates to remote storage.

DVC

• Its very lite weight for POC only
• lite weight expriements tracker
• It can perform Orchestration (Creating Pipelines)
• AWS-CICD-Deployment-with-Github-Actions

1. Login to AWS console.
2. Create IAM user for deployment

with specific access

1. EC2 access : It is virtual machine

2. ECR: Elastic Container registry to save your docker image in aws

####Description: About the deployment

1. Build docker image of the source code

2. Push your docker image to ECR

3. Launch Your EC2

4. Pull Your image from ECR in EC2

5. Lauch your docker image in EC2

####Policy:

1. AmazonEC2ContainerRegistryFullAccess

2. AmazonEC2FullAccess

3. Create ECR repo to store/save docker image

• Save the URI: 566373416292.dkr.ecr.us-east-1.amazonaws.com/chicken

4. Create EC2 machine (Ubuntu)
5. Open EC2 and Install docker in EC2 Machine: ####optinal

• sudo apt-get update -y

• sudo apt-get upgrade

####required

• curl -fsSL https://get.docker.com -o get-docker.sh

• sudo sh get-docker.sh

• sudo usermod -aG docker ubuntu

newgrp docker 6. Configure EC2 as self-hosted runner: setting>actions>runner>new self hosted runner> choose os> then run command one by one 7. Setup github secrets:

• AWS_ACCESS_KEY_ID=

• AWS_SECRET_ACCESS_KEY=

• AWS_REGION = us-east-1

• AWS_ECR_LOGIN_URI = demo>> 566373416292.dkr.ecr.ap-south-1.amazonaws.com

• ECR_REPOSITORY_NAME = simple-app