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Automatic-number-plate-detection-using-deep-learning

web app link - anpr.centralindia.cloudapp.azure.com:5000

Description

Automatic vehicle license plate detection and recognition is a key technique in most traffic-related applications and is an active research topic in the image processing domain. As a result, different methods, techniques and algorithms have been developed for license plate detection and recognition.

Git commands

git add .

git commit -m "Updated"

git push origin main

How to run?

conda create -n visa python=3.8 -y
conda activate visa
pip install -r requirements.txt
python app.py

Workflow

  1. constant
  2. config_entity
  3. artifact_entity
  4. conponent
  5. pipeline
  6. app.py / demo.py

Export the environment variable

export AWS_ACCESS_KEY_ID=<AWS_ACCESS_KEY_ID>

export AWS_SECRET_ACCESS_KEY=<AWS_SECRET_ACCESS_KEY>

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: 136566696263.dkr.ecr.us-east-1.amazonaws.com/mlproject

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_DEFAULT_REGION
  • ECR_REPO

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