Neural Networks with Keras Cookbook. Over 70 recipes leveraging deep learning techniques across image, text, audio, and game bots V Kishore Ayyadevara

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Neural Networks with Keras Cookbook. Over 70 recipes leveraging deep learning techniques across image, text, audio, and game bots V Kishore Ayyadevara - okladka książki

Autor:: V Kishore Ayyadevara
Wydawnictwo:: Packt Publishing (Z chęcią przeczytam książkę w języku polskim)
Ocena:: Bądź pierwszym, który oceni tę książkę
Stron:: 568
Dostępne formaty::      PDF

     ePub

     Mobi

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Do przechowalni

This book will take you from the basics of neural networks to advanced implementations of architectures using a recipe-based approach.
We will learn about how neural networks work and the impact of various hyper parameters on a network's accuracy along with leveraging neural networks for structured and unstructured data.
Later, we will learn how to classify and detect objects in images. We will also learn to use transfer learning for multiple applications, including a self-driving car using Convolutional Neural Networks.
We will generate images while leveraging GANs and also by performing image encoding. Additionally, we will perform text analysis using word vector based techniques. Later, we will use Recurrent Neural Networks and LSTM to implement chatbot and Machine Translation systems.
Finally, you will learn about transcribing images, audio, and generating captions and also use Deep Q-learning to build an agent that plays Space Invaders game.
By the end of this book, you will have developed the skills to choose and customize multiple neural network architectures for various deep learning problems you might encounter.

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O autorze ebooka

V Kishore Ayyadevara leads a team focused on using AI to solve problems in the healthcare space. He has 10 years' experience in data science, solving problems to improve customer experience in leading technology companies. In his current role, he is responsible for developing a variety of cutting edge analytical solutions that have an impact at scale while building strong technical teams. Prior to this, Kishore authored three books — Pro Machine Learning Algorithms, Hands-on Machine Learning with Google Cloud Platform, and SciPy Recipes. Kishore is an active learner with keen interest in identifying problems that can be solved using data, simplifying the complexity and in transferring techniques across domains to achieve quantifiable results.

V Kishore Ayyadevara - pozostałe książki

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Szczegóły ebooka

Tytuł oryginału:: Neural Networks with Keras Cookbook. Over 70 recipes leveraging deep learning techniques across image, text, audio, and game bots
ISBN Ebooka:: 978-17-893-4210-9, 9781789342109
Data wydania ebooka :: 2019-02-28 Data wydania ebooka często jest dniem wprowadzenia tytułu do sprzedaży i może nie być równoznaczna z datą wydania książki papierowej. Dodatkowe informacje możesz znaleźć w darmowym fragmencie. Jeśli masz wątpliwości skontaktuj się z nami [wyświetl email]@helion.pl.
Język publikacji:: 1
Rozmiar pliku Pdf:: 25.3MB
Rozmiar pliku ePub:: 24.7MB
Rozmiar pliku Mobi:: 38.9MB

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Kategorie:
Programowanie
Programowanie » Python - Programowanie
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Spis treści ebooka

1. Building a neural network with Tensorflow and Keras
2. Building a deep neural network
3. Applications of deep feed forward neural networks
4. Building a deep convolutional neural networ
5. Transfer Learning
6. Object detection and localization
7. Applications of image analysis in self-driving car
8. Image generation
9. Encoding inputs
10. Text analysis using word vectors
11. Building a Recurrent neural Network
12. Applications of many to one architecture based RNN
13. Sequence to Sequence learning
14. End to end learning
15. Audio analysis
16. Reinforcement learning

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Neural Networks with Keras Cookbook. Over 70 recipes leveraging deep learning techniques across image, text, audio, and game bots V Kishore Ayyadevara

Ebook (107,10 zł najniższa cena z 30 dni)

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