000 02564 a2200349 4500
001 11540
003 IN-BhIIT
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008 260806b |||||||| |||| 00| 0 eng d
020 _a9781839213472 (paperback)
040 _aIN-BhIIT
041 _aeng
082 _a006.37
_bAYY/M
100 _aAyyadevara, V. Kishore,
_eauthor.
_928298
245 _aModern computer vision with PyTorch :
_bexplore deep learning concepts and implement over 50 real-world image applications /
_cV. Kishore Ayyadevara and Yeshwanth Reddy.
250 _a2nd edition.
260 _aBirmingham, UK :
_bPackt Publishing Limited,
_c2020.
300 _axxiv, 824 pages :
_billustrations (chiefly color) ;
_c24 cm.
505 _aArtificial neural network fundamentals -- PyTorch fundamentals -- Building deep neural networks with PyTorch -- Introducing convolutional neural networks -- Transfer learning for image classification -- Practical aspects of image classification -- Object detection -- Advanced object detection -- Image segmentation -- Applications of object detection and segmentation -- Autoencoders and image manipulation -- Image generation using GANs -- Advanced GANs for image manipulation -- Training with minimal data points -- Combining computer vision and natural language processing -- Combining computer vision and reinforcement learning -- Moving computer vision models to production -- OpenCV utilities for image analysis.
520 _aThe book Modern Computer Vision with PyTorch is a practical guide to building deep learning applications for computer vision using the PyTorch framework. Covering more than fifty hands-on projects, it introduces neural networks, convolutional neural networks, transfer learning, object detection, image segmentation, GANs, image captioning, reinforcement learning, and deployment techniques. The book combines theoretical foundations with implementation examples, making it an excellent resource for students, researchers, and AI practitioners developing real-world computer vision systems.
650 _aComputer vision.
_912427
650 _aDeep learning (Machine learning)
_921147
650 _aNeural networks (Computer science)
_96883
650 _aImage processing
_xDigital techniques.
_92008
650 _aPattern recognition systems.
_91523
650 _aMachine learning.
650 _aArtificial intelligence.
_9739
650 _aPyTorch (Computer file)
_928299
650 _aOpenCV (Computer program)
_928300
700 _aReddy, Yeshwanth,
_eauthor.
_928301
942 _cTRB
999 _c15673
_d15673