FarmAI: Intelligent Farm Management System

Author

Ms. Gunasundhari M, Mathan Prasath S, Manendhiran K, Guhan S, Jeeva Bharathi S

Abstract

 AgriMind is a web-based smart farm management application designed to help farmers organize livestock information, milk production, expenses, tasks, reports, and farm-related knowledge in a single platform. The system is implemented as a Flask and SQLite prototype with a responsive HTML, CSS, and JavaScript interface.

The application incorporates practical AI components for farm decision support. A scikit-learn Linear Regression model predicts the next day's total milk production from a user's historical milk records. A lightweight retrieval module uses TF-IDF and cosine similarity to locate relevant content from a shared farming knowledge base. A rule-based AI assistant interprets common questions about milk, expenses, animal health, vaccination, feeding, tasks, and farm status.

AgriMind also provides bilingual English/Tamil interaction, animal and goat record management, expense categorization, task reminders, location-based weather, and PDF, Excel, and CSV report exports. The architecture keeps each farm's operational data scoped to its user account, while reference knowledge is shared. The project demonstrates how machine learning and intelligent automation can be integrated with routine farm-management workflows.

Keywords

Smart Farm Management, Artificial Intelligence, Machine Learning, Milk Prediction, Livestock Management, Flask, SQLite, TF-IDF, Farm Analytics, Bilingual Web Application

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References

[1] Flask, “Flask Web Framework,” Python web application framework documentation.

[2] Scikit-learn, “Machine Learning in Python,” documentation for Linear Regression, TF-IDF, and cosine-similarity components.

[3] NumPy, “NumPy Documentation,” numerical computing library documentation.

[4] Ollama, “Ollama,” local large-language-model runtime and API documentation.

[5] Open-Meteo, “Weather API Documentation,” current-weather and forecast API documentation.

[6] BigDataCloud, “Reverse Geocoding API,” location-name lookup service documentation.

[7] ReportLab, “ReportLab Documentation,” PDF generation library documentation.

[8] OpenPyXL, “OpenPyXL Documentation,” Python library for Excel workbook generation.

[9] SQLite, “SQLite Documentation,” embedded relational database documentation.

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