Introduction to Deep Learning

From Logical Calculus to Artificial Intelligence

Autor: Sandro Skansi

Język:

Oprawa: Miękka

Wydawca: Springer International Publishing AG

Dostępność: Dostępna u dostawcy

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This textbook presents a concise, accessible and engaging first introduction to deep learning, offer...

Informacje o książce

Autor

Sandro Skansi

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2018

strony

191

EAN

9783319730035

ISBN

3319730037

Enbook ID

18644487

Wydawca

Springer International Publishing AG

Waga

330

Wymiary

159 x 237 x 13

Pełny opis

This textbook presents a concise, accessible and engaging first introduction to deep learning, offering a wide range of connectionist models which represent the current state-of-the-art. The text explores the most popular algorithms and architectures in a simple and intuitive style, explaining the mathematical derivations in a step-by-step manner. The content coverage includes convolutional networks, LSTMs, Word2vec, RBMs, DBNs, neural Turing machines, memory networks and autoencoders. Numerous examples in working Python code are provided throughout the book, and the code is also supplied separately at an accompanying website. Topics and features: introduces the fundamentals of machine learning, and the mathematical and computational prerequisites for deep learning; discusses feed-forward neural networks, and explores the modifications to these which can be applied to any neural network; examines convolutional neural networks, and the recurrent connections to a feed-forward neural network; describes the notion of distributed representations, the concept of the autoencoder, and the ideas behind language processing with deep learning; presents a brief history of artificial intelligence and neural networks, and reviews interesting open research problems in deep learning and connectionism. This clearly written and lively primer on deep learning is essential reading for graduate and advanced undergraduate students of computer science, cognitive science and mathematics, as well as fields such as linguistics, logic, philosophy, and psychology.

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Introduction to Deep Learning

From Logical Calculus to Artificial Intelligence

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