Abstract

AgriAssist is a web-based platform that leverages Machine Learning (ML) and Deep Learning (DL) to optimize crop production and protect crops through data-driven recommendations. It provides real-time crop selection guidance based on soil and environmental parameters such as nitrogen, phosphorus, potassium, temperature, rainfall, humidity, and pH, ensuring sustainable yield improvement. The platform offers tailored fertilizer recommendations for soil fertility and a pest management system powered by Convolutional Neural Networks (CNN), identifying pests and suggesting effective pesticides with dosage guidelines. AgriAssist bridges the gap between soil analysis and actionable insights, empowering farmers with productivity and sustainability tools…