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Neural Network Programming with Tensorflow. Unleash the power of TensorFlow to train efficient neural networks

(ebook) (audiobook) (audiobook) Książka w języku angielskim
Neural Network Programming with Tensorflow. Unleash the power of TensorFlow to train efficient neural networks Manpreet Singh Ghotra, Rajdeep Dua - okladka książki

Neural Network Programming with Tensorflow. Unleash the power of TensorFlow to train efficient neural networks Manpreet Singh Ghotra, Rajdeep Dua - okladka książki

Neural Network Programming with Tensorflow. Unleash the power of TensorFlow to train efficient neural networks Manpreet Singh Ghotra, Rajdeep Dua - audiobook MP3

Neural Network Programming with Tensorflow. Unleash the power of TensorFlow to train efficient neural networks Manpreet Singh Ghotra, Rajdeep Dua - audiobook CD

Ocena:
Bądź pierwszym, który oceni tę książkę
Stron:
274
Dostępne formaty:
     PDF
     ePub
     Mobi
If you're aware of the buzz surrounding the terms such as machine learning, artificial intelligence, or deep learning, you might know what neural networks are. Ever wondered how they help in solving complex computational problem efficiently, or how to train efficient neural networks? This book will teach you just that.

You will start by getting a quick overview of the popular TensorFlow library and how it is used to train different neural networks. You will get a thorough understanding of the fundamentals and basic math for neural networks and why TensorFlow is a popular choice Then, you will proceed to implement a simple feed forward neural network. Next you will master optimization techniques and algorithms for neural networks using TensorFlow. Further, you will learn to implement some more complex types of neural networks such as convolutional neural networks, recurrent neural networks, and Deep Belief Networks. In the course of the book, you will be working on real-world datasets to get a hands-on understanding of neural network programming. You will also get to train generative models and will learn the applications of autoencoders.

By the end of this book, you will have a fair understanding of how you can leverage the power of TensorFlow to train neural networks of varying complexities, without any hassle. While you are learning about various neural network implementations you will learn the underlying mathematics and linear algebra and how they map to the appropriate TensorFlow constructs.

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O autorach książki

Manpreet Singh Ghotra has more than 15 years experience in software development for both enterprise and big data software. He is currently working at Salesforce on developing a machine learning platform/APIs using open source libraries and frameworks such as Keras, Apache Spark, and TensorFlow. He has worked on various machine learning systems, including sentiment analysis, spam detection, and anomaly detection. He was part of the machine learning group at one of the largest online retailers in the world, working on transit time calculations using Apache Mahout, and the R recommendation system, again using Apache Mahout. With a master's and postgraduate degree in machine learning, he has contributed to, and worked for, the machine learning community.
Rajdeep Dua has over 18 years experience in the cloud and big data space. He has taught Spark and big data at some of the most prestigious tech schools in India: IIIT Hyderabad, ISB, IIIT Delhi, and Pune College of Engineering. He currently leads the developer relations team at Salesforce India. He has also presented BigQuery and Google App Engine at the W3C conference in Hyderabad. He led the developer relations teams at Google, VMware, and Microsoft, and has spoken at hundreds of other conferences on the cloud. Some of the other references to his work can be seen at Your Story and on ACM digital library. His contributions to the open source community relate to Docker, Kubernetes, Android, OpenStack, and Cloud Foundry.

Packt Publishing - inne książki

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