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Deep Learning Quick Reference. Useful hacks for training and optimizing deep neural networks with TensorFlow and Keras Mike Bernico

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Deep Learning Quick Reference. Useful hacks for training and optimizing deep neural networks with TensorFlow and Keras Mike Bernico - okladka książki

Deep Learning Quick Reference. Useful hacks for training and optimizing deep neural networks with TensorFlow and Keras Mike Bernico - okladka książki

Autor:
Mike Bernico
Ocena:
Bądź pierwszym, który oceni tę książkę
Stron:
272
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Deep learning has become an essential necessity to enter the world of artificial intelligence. With this book deep learning techniques will become more accessible, practical, and relevant to practicing data scientists. It moves deep learning from academia to the real world through practical examples.

You will learn how Tensor Board is used to monitor the training of deep neural networks and solve binary classification problems using deep learning. Readers will then learn to optimize hyperparameters in their deep learning models. The book then takes the readers through the practical implementation of training CNN's, RNN's, and LSTM's with word embeddings and seq2seq models from scratch. Later the book explores advanced topics such as Deep Q Network to solve an autonomous agent problem and how to use two adversarial networks to generate artificial images that appear real. For implementation purposes, we look at popular Python-based deep learning frameworks such as Keras and Tensorflow, Each chapter provides best practices and safe choices to help readers make the right decision while training deep neural networks.

By the end of this book, you will be able to solve real-world problems quickly with deep neural networks.

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O autorze książki

Mike Bernico is a Lead Data Scientist at State Farm Mutual Insurance Companies. He also works as an adjunct for the University of Illinois at Springfield, where he teaches Essentials of Data Science, and Advanced Neural Networks and Deep Learning. Mike earned his MSCS from the University of Illinois at Springfield. He's an advocate for open source software and the good it can bring to the world. As a lifelong learner with umpteen hobbies, Mike also enjoys cycling, travel photography, and wine making.

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