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Govind Ballabh Pant University of Agriculture and Technology, Pantnagar

After independence, development of the rural sector was considered the primary concern of the Government of India. In 1949, with the appointment of the Radhakrishnan University Education Commission, imparting of agricultural education through the setting up of rural universities became the focal point. Later, in 1954 an Indo-American team led by Dr. K.R. Damle, the Vice-President of ICAR, was constituted that arrived at the idea of establishing a Rural University on the land-grant pattern of USA. As a consequence a contract between the Government of India, the Technical Cooperation Mission and some land-grant universities of USA, was signed to promote agricultural education in the country. The US universities included the universities of Tennessee, the Ohio State University, the Kansas State University, The University of Illinois, the Pennsylvania State University and the University of Missouri. The task of assisting Uttar Pradesh in establishing an agricultural university was assigned to the University of Illinois which signed a contract in 1959 to establish an agricultural University in the State. Dean, H.W. Hannah, of the University of Illinois prepared a blueprint for a Rural University to be set up at the Tarai State Farm in the district Nainital, UP. In the initial stage the University of Illinois also offered the services of its scientists and teachers. Thus, in 1960, the first agricultural university of India, UP Agricultural University, came into being by an Act of legislation, UP Act XI-V of 1958. The Act was later amended under UP Universities Re-enactment and Amendment Act 1972 and the University was rechristened as Govind Ballabh Pant University of Agriculture and Technology keeping in view the contributions of Pt. Govind Ballabh Pant, the then Chief Minister of UP. The University was dedicated to the Nation by the first Prime Minister of India Pt Jawaharlal Nehru on 17 November 1960. The G.B. Pant University is a symbol of successful partnership between India and the United States. The establishment of this university brought about a revolution in agricultural education, research and extension. It paved the way for setting up of 31 other agricultural universities in the country.

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  • ThesisItemOpen Access
    Image classification using convolutional neural network with tensorflow
    (G.B. Pant University of Agriculture and Technology, Pantnagar - 263145 (Uttarakhand), 2018-08) Gangwar, Krishanveer; Negi, C.S.
    The present work proposes a methodology for classifying images of cats and dogs accurately, using Convolutional Neural Network and Back-Propagation. The image recognition market is estimated to expand from US$15.95 Billion in 2016 to US$38.92 Billion by 2021, at the CAGR of 19.5% between 2016 and 2021. Facebook is the largest image sharing site on Internet. Images represent the largest source of data usage on Facebook. On an average, more than 300 million images are uploaded to its site daily. The present work is aimed to develop a model for classification of cats and dogs. The work initiate with image acquisition. Then, applying image pre-processing to bring all the images in required shape and format. Proposed work is divided into two parts features learning and classification. Feature learning is done through convolutional layer and pooling layers and classification is done by Fully connected layers. The training dataset contains 12108 images. Python 3.6 is used for the programming and system is tested for 1920 images and gained the accuracy of 85.36%. The system is also validated using holdout validation techniques.