Dr. Nagesh Kumar presents "Deep Learning & Geospatial Techniques in Agricultural Management" скачать в хорошем качестве

Dr. Nagesh Kumar presents "Deep Learning & Geospatial Techniques in Agricultural Management"

Deep Learning (DL) is gaining considerable significance in various domains of agricultural management due to its capability to learn unknown non-linear processes, dimensionality reduction, data mining, and bid data processing. DL is subset of Machine Learning which is a subset of Artificial Intelligence. Common DL networks such as Deep Neural Networks (DNN), Convolution Neural Networks (CNN), Auto Encoders (AE), and Recurrent Neural Networks (RNN) will be discussed. DL applications in agricultural management with two case studies using microwave and hyperspectral remote sensing images will be presented. They include soybean crop acreage estimation and pear fruit orchard condition estimation. Deep Learning along with geospatial techniques can play a vital role in knowledge extraction by huge data mining which is essential for sustainable agricultural management. Dr. Kumar completed his term as a Curtis Visiting Professor in Civil and Construction Engineering at Purdue University in May of 2025, while on sabbatical from IISc Bangalore, where he’s been a Civil Engineering Professor since 2002. At present, Dr. Kumar is visiting the Purdue College of Agriculture, under the OVDF program of ANRF, Govt. of India. He earned his Ph.D. from IISc in 1992 and previously worked at IIT Kharagpur and the National Remote Sensing Centre. Special thanks to Nagesh Kumar. Video editing by: Melinda Smith @PurdueAg Facebook:   / purdueag   Instagram:   / purdue_ag   X:   / purdueag   Web: https://ag.purdue.edu Contact: Agricultural Communications at [email protected] About Purdue Agriculture Purdue University’s College of Agriculture is one of the world’s leading colleges of agricultural, food, life and natural resource sciences. The college is committed to preparing students to make a difference in whatever careers they pursue; stretching the frontiers of science to discover solutions to some of our most pressing global, regional and local challenges; and, through Purdue Extension and other engagement programs, educating the people of Indiana, the nation and the world to improve their lives and livelihoods. To learn more about Purdue Agriculture, visit http://ag.purdue.edu Purdue University is an Equal Access/Equal Opportunity Institution. https://purdue.ag/eeo #purdue #purdueagriculture #purdueag