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Deep Learning (Adaptive Computation and Machine Learning series)

Deep Learning (Adaptive Computation and Machine Learning series)

₹2500 ₹4500
44% off

An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

3 months ago
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Savarkar : Vikram Sampat

Savarkar : Vikram Sampat

₹400 ₹500
20% off

As the intellectual fountainhead of the ideology of Hindutva, which is in political ascendancy in India today, Vinayak Damodar Savarkar is undoubtedly one of the most contentious political thinkers and leaders of the twentieth century. Accounts of his eventful and stormy life have oscillated from eulogizing hagiographies to disparaging demonization. The truth, as always, lies somewhere in between and has unfortunately never been brought to light. Savarkar and his ideology stood as one of the strongest and most virulent opponents of Gandhi, his pacifist philosophy and the Indian National Congress.An alleged atheist and a staunch rationalist who opposed orthodox Hindu beliefs, encouraged inter-caste marriage and dining, and dismissed cow worship as mere superstition, Savarkar was, arguably, the most vocal political voice for the Hindu community through the entire course of India's freedom struggle. From the heady days of revolution and generating international support for the cause of India's freedom as a law student in London, Savarkar found himself arrested, unfairly tried for sedition, transported and incarcerated at the Cellular Jail, in the Andamans, for over a decade, where he underwent unimaginable torture.From being an optimistic advocate of Hindu-Muslim unity in his treatise on the 1857 War of Independence, what was it that transformed him in the Cellular Jail to a proponent of 'Hindutva', which viewed Muslims with suspicion?Drawing from a vast range of original archival documents across India and abroad, this biography in two parts-the first focusing on the years leading up to his incarceration and eventual release from the Kalapani-puts Savarkar, his life and philosophy in a new perspective and looks at the man with all his achievements and failings.

6 months ago
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