eng Science and Education Publishing Applied Ecology and Environmental Sciences 2328-3920 2022-08-09 10 8 509 518 10.12691/aees-10-8-3 AEES20221083 article S. P. Ramesh spramesh.me@gmail.com 1 Dr. Muthusamy Periyasamy 2 Research Scholar, Shri Venkateshwara University, Gajraula, Uttar Pradesh, India Professor, Shri Venkateshwara University, Gajraula, Uttar Pradesh, India The MEVM (methane energy value model) was created for several energy crops. Machine learning has been created with big data developments and better enrolling than make new open doors for data genuine science in the multi-disciplinary agri-business progresses territory. By applying machine learning to sensor data, farm the chief's frameworks are forming into ceaseless artificial intelligence engaged tasks that give rich recommendations and encounters to farmer decision help and action. IoT contraptions give data about the nature of developing fields and a short time later make a move dependent upon the farmer input. The arrangement endeavors to mastermind diverse possible unstructured associations of crude data, assembled from different kinds of IoT devices, united and advanced self-ruling style using the upside of model changes and model-driven designing to change data in a coordinated structure. http://pubs.sciepub.com/aees/10/8/3/aees-10-8-3.pdf machine learning big data Internet of Things (IoT)