AgrInnovate – Prediction of Crop Yields and Fertilizer Recommendations using IOT and Random Forest Decision Tree

AgrInnovate presents a pioneering solution in precision agriculture, applying cutting-edge machine learning techniques to provide accurate fertilizer and crop prediction. Leveraging data from soil sensors capturing critical parameters like pH, temperature, and NPK values, the system offers tailored guidance for crop selection and fertilizer application. Employing a Random Forest Classifier, the model achieves exceptional accuracy, with crop prediction with accuracy of 98.7% and fertilizer recommendation reaching 97.9%. Integration with a user-friendly website enhances accessibility, allowing stakeholders to access and interpret predictions seamlessly. AgrInnovate is a noteworthy technological development in agriculture that offers a comprehensive solution to optimize farming practices and increase productivity.