Hands-on deep learning algorithms with python : master deep learning algorithms with the extensive math by implementing them using TensorFlow / Sudharsan Ravichandiran
Material type:
TextPublication details: Birmingham : Packt Publishing, c2019. Description: x, 493 p. : ill. ; 24 cmISBN: 9781789344158DDC classification: 006.31 RAV
| Item type | Current library | Home library | Call number | Status | Date due | Barcode | Item holds |
|---|---|---|---|---|---|---|---|
English Lending
|
Villa College Library | Villa College Library | 006.31 RAV (Browse shelf(Opens below)) | Available | 17983 | ||
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English Lending
|
Villa College Library | Villa College Library | 006.31 RAV (Browse shelf(Opens below)) | Available | 17984 |
CONTENT
Section 1: Getting Started with Deep Learning
Chapter 1: Introduction to Deep Learning
Chapter 2: Getting to Know TensorFlow
Section 2: Fundamental Deep Learning Algorithms
Chapter 3: Gradient Descent and Its VariantsDemystifying gradient descent
Chapter 4: Generating Song Lyrics Using RNN; Introducing RNNs
Chapter 5: Improvements to the RNN LSTM to the rescue
Chapter 6: Demystifying Convolutional networks
Chapter 7: Learning Text Representations Understanding the word2vec model
Section 3: Advanced deep learning algorithms
Chapter 8: Generating imaged using GANs
Chapter 9: Learning More about GANs
Chapter 10: Reconstructing Inputs Using Autoencoders
Chatpter 11: Exploring Few-shot Learning Algorithms
Includes bibliographical references and index.
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