Introduction to Deep Learning
Sandro Skansi

Informasi Umum

Kode

20.21.528

Klasifikasi

005.133 - Special programming techniques-specific programming language

Jenis

Buku - Elektronik (E-Book)

Subjek

Learning Programming

No. Rak

Tel-U Gedung Manterawu Lantai 5 : Rak 2
Tel-U Purwokerto : Rak 2

Dilihat

194 kali

Informasi Lainnya

Abstraksi

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.

• TKI4O3 - DESAIN LSI
• BBK3MBB3 - Pengantar Deep Learning
• ACK4MBB3 - Deep Learning

Koleksi & Sirkulasi

Tersedia 1 dari total 1 Koleksi

Pengarang

Nama	Sandro Skansi
Jenis	Perorangan
Penyunting
Penerjemah

Penerbit

Nama	Springer
Kota	New York
Tahun	2018

Sirkulasi

Harga sewa	IDR 0,00
Denda harian	IDR 1.000,00
Jenis	Non-Sirkulasi

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