Are you sure you want to delete this access key?
Legend |
---|
DVC Managed File |
Git Managed File |
Metric |
Stage File |
External File |
Legend |
---|
DVC Managed File |
Git Managed File |
Metric |
Stage File |
External File |
End_to_End Machine Learning Project
conda create -n mlproj python=3.8 -y
conda activate mlproj
pip install -r requirements.txt
python app.py
Now open up your local host 0.0.0.0:8080
MLFLOW_TRACKING_URI=https://dagshub.com/rajatgoel179/ML_project-_of_Honey_price_prediction_using_MlFlow_and_Dvc.mlflow MLFLOW_TRACKING_USERNAME=rajatgoel179 MLFLOW_TRACKING_PASSWORD=afcc0cd2ead5d9b1ab9f24c4e7ef07e3abe30391 python script.py
Run this to export as env variables:
export MLFLOW_TRACKING_URI=https://dagshub.com/rajatgoel179/ML_project-_of_Honey_price_prediction_using_MlFlow_and_Dvc.mlflow
export MLFLOW_TRACKING_USERNAME=rajatgoel179
export MLFLOW_TRACKING_PASSWORD=3afcc0cd2ead5d9b1ab9f24c4e7ef07e3abe30391
MLflow
DVC
#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
- Save the URI: 566373416292.dkr.ecr.us-east-1.amazonaws.com/chicken
#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
setting>actions>runner>new self hosted runner> choose os> then run command one by one
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
MLFLOW_TRACKING_URI=https://dagshub.com/SwapViSonu/ML_project-_using_MlFlow.mlflow MLFLOW_TRACKING_USERNAME=SwapViSonu MLFLOW_TRACKING_PASSWORD=12iD3XhCQfYF5sf6FaMrzrGFxzrKJ4u85L python script.py
Press p or to see the previous file or, n or to see the next file
Are you sure you want to delete this access key?
Are you sure you want to delete this access key?
Are you sure you want to delete this access key?
Are you sure you want to delete this access key?