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Applied Neural Networks with TensorFlow 2: API Oriented Deep Learning with Python - Orhan Gazi Yalç¿n

Orhan Gazi Yalç¿n

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angļu valoda
2020-11-30
59,28 € 84,68 €

-30% ar kodu BOOKS

Mīkstais vāks 84,68 € Cietais vāks
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Piegāde 12-18 darba dienu laikā

30 dienu atgriešanas politika

Implement deep learning applications using TensorFlow while learning the ¿why¿ through in-depth conceptual explanations. Yoüll start by learning what deep learning offers over other machine learning models. Then familiarize yourself with several technologies used to create deep learning models. While some of these technologies are complementary, such as Pandas, Scikit-Learn, and Numpy¿others are competitors ... Pilns apraksts

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Aprašymas

Implement deep learning applications using TensorFlow while learning the ¿why¿ through in-depth conceptual explanations.

Yoüll start by learning what deep learning offers over other machine learning models. Then familiarize yourself with several technologies used to create deep learning models. While some of these technologies are complementary, such as Pandas, Scikit-Learn, and Numpy¿others are competitors, such as PyTorch, Caffe, and Theano. This book clarifies the positions of deep learning and Tensorflow among their peers.
You'll then work on supervised deep learning models to gain applied experience with the technology. A single-layer of multiple perceptrons will be used to build a shallow neural network before turning it into a deep neural network. After showing the structure of the ANNs, a real-life application will be created with Tensorflow 2.0 Keras API. Next, yoüll work on data augmentation and batch normalization methods. Then, the Fashion MNIST dataset will be used to train a CNN. CIFAR10 and Imagenet pre-trained models will be loaded to create already advanced CNNs.
Finally, move into theoretical applications and unsupervised learning with auto-encoders and reinforcement learning with tf-agent models. With this book, yoüll delve into applied deep learning practical functions and build a wealth of knowledge about how to use TensorFlow effectively.
What You'll Learn
Compare competing technologies and see why TensorFlow is more popular Generate text, image, or sound with GANs Predict the rating or preference a user will give to an item Sequence data with recurrent neural networks
Who This Book Is For
Data scientists and programmers new to the fields of deep learning and machine learning APIs.

Vairāk informācijas

Autors Orhan Gazi Yalç¿n
Izdevējs Apress
Izlaides gads 2020
Vāka tips Mīkstais vāks
EAN 9781484265123
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