Chicken-Disease-classification

Problem statment:

Objective:

The primary goal is to develop a model that can accurately classify chicken fecal samples as either indicative of disease or healthy.

Data Collection:

Collect fecal samples from chickens, ensuring a diverse set that includes both healthy samples and samples from chickens affected by various diseases.

Workflows

1. Update config.yaml
2. Update secrets.yaml [Optional]
3. Update params.yaml
4. Update the entity
5. Update the configuration manager in src config
6. Update the components
7. Update the pipeline
8. Update the main.py
9. Update the dvc.yaml

How to run?

STEPS:

Clone the repository

https://github.com/NimraAslamkhan/Chicken-Disease-classification.git

STEP 01- Create a conda environment after opening the repository

conda create -n cnncls python=3.12.1 -y

conda activate cnncls
### STEP 02- install the requirements
```bash
pip install -r requirements.txt

# Finally run the following command
python app.py

Now,

open up you local host and port

DVC cmd

1. dvc init
2. dvc repro
3. dvc dag

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

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



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 = 

AWS_ECR_LOGIN_URI = 

ECR_REPOSITORY_NAME = simple-app

AZURE-CICD-Deployment-with-Github-Actions

Save pass:

Run from terminal:

docker build -t chickenapp.azurecr.io/chicken:latest .

docker login chickenapp.azurecr.io docker push chickenapp.azurecr.io/chicken:latest

Deployment Steps:

1. Build the Docker image of the Source Code
2. Push the Docker image to Container Registry
3. Launch the Web App Server in Azure
4. Pull the Docker image from the container registry to Web App server and run