Math for Deep Learning: What You Need to Know to Understand Neural Networks
Math for Deep Learning provides the essential math you need to understand deep learning discussions, explore more complex implementations, and better use the deep learning toolkits. With Math for Deep Learning , you'll learn the essential mathematics used by and as a background for deep learning. You’ll work through Python exples to learn key deep learning related topics in probability, statistics, linear algebra, differential calculus, and matrix calculus as well as how to implement data flow in a neural network, backpropagation, and gradient descent. You’ll also use Python to work through the mathematics that underlies those algorithms and even build a fully-functional neural network.In addition you’ll find coverage of gradient descent including variations commonly used by the deep learning community: SGD, Ad, RMSprop, and Adagrad/Adadelta.
yazar | Ronald T. Kneusel |
---|---|
Boyutlar ve boyutlar | 17.93 x 2.01 x 23.34 cm |
Tarafından yayınlandı | 7 Aralık 2021 |
20 Kasım 2020 Kolektif 21 Ocak 2019 15 x 0,4 x 22 cm Prof Philip M. Parker Ph.D. 21,6 x 2 x 27,9 cm 15,2 x 0,6 x 22,9 cm 5 Ocak 2017 3 Ocak 2017 13 Şubat 2020 1 x 15 x 21 cm 21,6 x 1,7 x 27,9 cm 21,6 x 1,9 x 27,9 cm Vismont Studios Maya Violet Lina Scatia 18 Kasım 2020 Philip M. Parker Ph.D
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Sürüm ayrıntıları
yazar | Ronald T. Kneusel |
---|---|
isbn 10 | 1718501900 |
isbn 13 | 978-1718501904 |
Yayımcı | No Starch Press |
Dilim | İngilizce |
Boyutlar ve boyutlar | 17.93 x 2.01 x 23.34 cm |
Tarafından yayınlandı Math for Deep Learning: What You Need to Know to Understand Neural Networks | 7 Aralık 2021 |
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