June 2020
Intermediate to advanced
161 pages
5h 27m
English
book
Deep Learning
by Siddhartha Bhattacharyya, Vaclav Snasel, Aboul Ella Hassanien, Satadal Saha, B. K. Tripathy
Content preview from Deep Learning
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3 Handwritten Digit Recognition Using Convolutional Neural Networks
Ranjan Jana
RCC Institute of Information Technology, Kolkata, West Bengal, India
Siddhartha Bhattacharyya
CHRIST (Deemed to be University), Bangalore, Karnataka, India
Swagatam Das
Indian Statistical Institute, Kolkata, West Bengal, India.
Abstract
Optical character recognition (OCR) systems have been used for extraction of text contained in scanned documents or images. This system consists of two steps: character detection and recognition. One classification algorithm is required for character recognition by their features. Character can be recognized using neural networks. The multilayer perceptron (MLP) provides acceptable recognition accuracy for character classification. ...
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