Deep Learning and its Applications
Deep Learning and its Applications CSA303 Theory Syllabus Introduction of subject Introduction to Neural Network Deep Learning Unit 1 Unit 1 Study Material Unit 2 Study Material CNN Why CNN? Its role, significance, and applicability in societal problem-solving, The Convolution Operation, Motivation, Pooling, The Neuroscientific Basis for Convolutional Networks Convolutional Neural Networks (CNNs) are a class of deep learning algorithms that are commonly used in image and video recognition tasks. CNNs have become increasingly popular in recent years due to their ability to learn from large amounts of data and their effectiveness in solving a wide range of real-world problems. The role and significance of CNNs in societal problem-solving cannot be overstated. They have been applied to various domains such as healthcare, finance, security, transportation and education, among others, to solve complex problems. In healthcare, CNNs have been used for disease diagnosis, drug discovery,
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