https://github.com/keanteng/microservice-loan-approval
Microservice For Loan Approval With Docker & Flask API
https://github.com/keanteng/microservice-loan-approval
api deployment docker flask loan-prediction machine-learning microservice python
Last synced: 3 months ago
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Microservice For Loan Approval With Docker & Flask API
- Host: GitHub
- URL: https://github.com/keanteng/microservice-loan-approval
- Owner: keanteng
- Created: 2025-06-11T05:33:26.000Z (5 months ago)
- Default Branch: main
- Last Pushed: 2025-06-11T05:36:11.000Z (5 months ago)
- Last Synced: 2025-06-11T06:34:02.810Z (5 months ago)
- Topics: api, deployment, docker, flask, loan-prediction, machine-learning, microservice, python
- Language: Python
- Homepage:
- Size: 7.91 MB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Microservice For Loan Approval
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This repository contains a microservice for loan approval hosted on Docker container with Flask API for access. User can send a POST request to the API with the required data, and it will return whether the loan is approved or not.
## Using This Repository
### If You Are Building This Repository ⛏️
1. Clone the repository:
```bash
git clone https://github.com/keanteng/microservice-loan-approval
```
2. Start the Docker container:
```bash
# Build and run
docker-compose up --build
# Run in background
docker-compose up -d --build
```
### If You Pull From Docker Hub 🛜
1. Pull the Docker image:
```bash
# Pull the latest image from Docker Hub
docker pull keantengblog/microservice-loan-approval
# Run the Docker container
docker run -d -p 5000:5000 --name loan-approval-api keantengblog/microservice-loan-approval
```
### Work With the API 🚀
1. Access the API Using CLI:
```bash
# Check for health status
curl http://localhost:5000/health
# Check for model info
curl http://localhost:5000/model-info
# Send a POST request for prediction
curl -X POST http://localhost:5000/predict -H "Content-Type: application/json" -d "{\"person_gender\": 0, \"person_education\": 4, \"person_home_ownership\": 3, \"loan_intent\": 4, \"previous_loan_defaults_on_file\": 0, \"person_age\": -0.9535276419, \"person_income\": -0.1096838991, \"person_emp_exp\": -0.7273538377, \"loan_amnt\": 4.0249087102, \"loan_int_rate\": 1.6830201042, \"loan_percent_income\": 4.0163495163, \"cb_person_cred_hist_length\": -0.7391003235, \"credit_score\": -1.4197983033}"
```
2. Send the data using Python Script:
```bash
python bin/client.py
```
## Useful Docker Commands
```bash
# List all Docker containers
docker ps -a
# Stop the Docker container
docker stop loan-approval-api
# Remove the Docker container (use force if necessary)
docker rm loan-approval-api --force
# Prune unused Docker objects
docker system prune -a
# Push to Hub
docker tag microservice-loan-approval:latest keantengblog/microservice-loan-approval:v1.0
docker push keantengblog/microservice-loan-approval:v1.0
```