Welcome to CropGenie, a WWDC Swift Student Challenge project that merges agriculture and technology into a field I proudly call Agrology. 🌱🚀

CropGenie is a Swift Playground app that empowers users—especially farmers and agricultural students—to predict the most suitable crop to grow based on specific soil and environmental conditions.

Given key input parameters such as:

• 🌡️ Temperature
• 💧 Humidity
• 🌧️ Rainfall
• 🌱 Nitrogen (N)
• 🧪 Phosphorus (P)
• 🔬 pH Level

CropGenie uses a trained machine learning model to recommend the best crop to grow in that environment.

• Trained ML model integrated using Core ML
• Intuitive UI designed in Swift Playground
• Real-time prediction based on user input

Visit the full web-based version here 👉 Crop Predictor Website

• Built with Python and scikit-learn
• Hosted on PythonAnywhere
• Fully functional ML prediction model

“I believe the future of sustainable farming lies in technology. Agrology is my vision of combining smart data-driven decisions with traditional agricultural practices.” – Devang S.

CropGenie is more than a project—it's a mission to make crop prediction accessible, intelligent, and scalable, starting from a Swift Playground and scaling to a fully functional website.

You can add Playground images or GIFs here once ready.

1. Open CropGenie.playground in Swift Playgrounds on iPad or Mac.
2. Enter values for each environmental parameter.
3. See the predicted crop instantly!

1. Visit Crop Predictor
2. Input values in the web form
3. Click Predict to get the crop suggestion.

• Expand to satellite-based data input (e.g., temperature/rainfall from real-time APIs)
• Incorporate farmer-specific data to improve ML accuracy
• Translate into local languages for rural access
• Introduce a mobile app for on-field predictions

Devang Sethi

• Passionate about building tools that empower everyday people
• 🌐 Portfolio

CropGenie is my step toward a smarter, data-informed agricultural future. Built completely by myself—from the Core ML Playground app to the Python-based web tool—it’s a glimpse of how even a student can bridge the gap between code and crops. 🌽📱

🌾 “Grow smart. Grow right. Grow with CropGenie.”