Deep Learning with Theano

Lingua: inglese

Editore: Packt Publishing Limited, GB, 2023

1786465825 / 9781786465825

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Develop deep neural networks in Theano with practical code examples for image classification, machine translation, reinforcement agents, or generative models.About This Book. Learn Theano basics and evaluate your mathematical expressions faster and in an efficient manner. Learn the design patterns of deep neural architectures to build efficient and powerful networks on your datasets. Apply your knowledge to concrete fields such as image classification, object detection, chatbots, machine translation, reinforcement agents, or generative models.Who This Book Is ForThis book is indented to provide a full overview of deep learning. From the beginner in deep learning and artificial intelligence, to the data scientist who wants to become familiar with Theano and its supporting libraries, or have an extended understanding of deep neural nets.Some basic skills in Python programming and computer science will help, as well as skills in elementary algebra and calculus.What You Will Learn. Get familiar with Theano and deep learning. Provide examples in supervised, unsupervised, generative, or reinforcement learning. Discover the main principles for designing efficient deep learning nets: convolutions, residual connections, and recurrent connections. Use Theano on real-world computer vision datasets, such as for digit classification and image classification. Extend the use of Theano to natural language processing tasks, for chatbots or machine translation. Cover artificial intelligence-driven strategies to enable a robot to solve games or learn from an environment. Generate synthetic data that looks real with generative modeling. Become familiar with Lasagne and Keras, two frameworks built on top of TheanoIn DetailThis book offers a complete overview of Deep Learning with Theano, a Python-based library that makes optimizing numerical expressions and deep learning models easy on CPU or GPU.The book provides some practical code examples that help the beginner understand how easy it is to build complex neural networks, while more experimented data scientists will appreciate the reach of the book, addressing supervised and unsupervised learning, generative models, reinforcement learning in the fields of image recognition, natural language processing, or game strategy.The book also discusses image recognition tasks that range from simple digit recognition, image classification, object localization, image segmentation, to image captioning. Natural language processing examples include text generation, chatbots, machine translation, and question answering. The last example deals with generating random data that looks real and solving games such as in the Open-AI gym.At the end, this book sums up the best -performing nets for each task. While early research results were based on deep stacks of neural layers, in particular, convolutional layers, the book presents the principles that improved the efficiency of these architectures, in order to help the reader build ne.

Codice articolo LU-9781786465825

Titolo
Deep Learning with Theano
Autore
Christopher Bourez
Editore
Packt Publishing Limited, GB
Anno di pubblicazione
2023
Condizione
New
Rilegatura
Digital
Lingua
inglese
ISBN 10
1786465825
ISBN 13
9781786465825
Peso dell'articolo
517 grammi
Dimensioni
19.05 x 1.73 x 23.5 cm

Rarewaves.com UK

London, Regno Unito

Venditore con 5 stelle

Venditore AbeBooks dal 11 giugno 2025

Tariffe di spedizione da Regno Unito a U.S.A.

ArticoloDa 60 a 60 giorni lavorativiDa 60 a 60 giorni lavorativi
Primo articoloEUR 75,65EUR 116,39
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