deepeshdm / CropFusionAI-Backend

FastAPI backend for CropFusionAI

CropFusionAI Backend

This repo contains all the Backend services that support the CropFusionAI Frontend here.

It contains the following things :

• Model Training Data
• Model Training Notebooks
• Trained ML models for Crop & Fertilizer Classification
• Backend FastAPI services that exposes both models through REST API's.

🔥 API Docs 👉 here

Code Examples

Below are some code examples you can utilize to send post requests to different endpoints with different payloads to make the most out of the ML models.

1] Crop Recommendation API

import requests
url = "https://8080-797137136eb6451193a1f8c64a951490.patr.cloud/crop_recommend"
payload = { "array": [55,44,33,40,75,6.5,300] }
response = requests.post(url, json=payload)
print(response.json())

2] Fertilizer Recommendation API

import requests
url = "https://8080-797137136eb6451193a1f8c64a951490.patr.cloud/fertilizer_recommend"
payload = { "array": [33,56,30,88,91,12,"Sandy","Cotton"] }
response = requests.post(url, json=payload)
print(response.json())

Links to Resources

• Crop Recommendation Dataset here
• Fertilizer Recommendation Dataset here