fosetorico/pH_level_forecasting

End-to-End Project for pH Level Forecasting of Well Water Samples in Malawi, Conducted by Leeds Beckett University # pH Level Forecasting of Well Water Samples in Malawi This project focuses on an End-to-End Project for Forecasting pH levels of water samples in Malawi, which was conducted by Leeds Beckett University. ## Workflows - Understanding the Problem Statement - Exploratory data analysis - Data Pre-Processing - Model Training - Pipelining - Data Ingestion - Data Transformation - Model Trainer - Prediction Pipelining ## Running Instruction Clone the Repository ```bash github.com ``` Create a conda environment after opening the repository ```bash conda create -n your-chosen-name python=3.10 -y ``` ```bash conda activate your-chosen-name ``` ## Install the requirements ```bash pip install -r requirements.txt ``` ## Finally run the app ```bash python app.py ``` ### Now, ```bash open up you local host and port ``` ## AWS-CICD-Deployment-with-Github-Actions 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 ### 1. Login to AWS console. ### 2. Create IAM user for deployment ### 3. Create ECR repo to store/save docker image ### 4. Create EC2 machine (Ubuntu) ### 5. Open EC2 and Install docker in EC2 Machine: ### 6. Configure EC2 as self-hosted runner: setting>actions>runner>new self hosted runner> choose os> then run command one by one >>>Optinal >>Required<<< curl -fsSL get.docker.com -o get-docker.sh sudo sh get-docker.sh sudo usermod -aG docker ubuntu newgrp docker # 7. Setup github secrets: AWS_ACCESS_KEY_ID AWS_SECRET_ACCESS_KEY AWS_REGION AWS_ECR_LOGIN_URI ECR_REPOSITORY_NAME