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Books > Computing & IT > Applications of computing > Artificial intelligence
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The Science of Deep Learning (Hardcover)
Loot Price: R1,474
Discovery Miles 14 740
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The Science of Deep Learning (Hardcover)
Expected to ship within 10 - 15 working days
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The Science of Deep Learning emerged from courses taught by the
author that have provided thousands of students with training and
experience for their academic studies, and prepared them for
careers in deep learning, machine learning, and artificial
intelligence in top companies in industry and academia. The book
begins by covering the foundations of deep learning, followed by
key deep learning architectures. Subsequent parts on generative
models and reinforcement learning may be used as part of a deep
learning course or as part of a course on each topic. The book
includes state-of-the-art topics such as Transformers, graph neural
networks, variational autoencoders, and deep reinforcement
learning, with a broad range of applications. The appendices
provide equations for computing gradients in backpropagation and
optimization, and best practices in scientific writing and
reviewing. The text presents an up-to-date guide to the field built
upon clear visualizations using a unified notation and equations,
lowering the barrier to entry for the reader. The accompanying
website provides complementary code and hundreds of exercises with
solutions.
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