Karim -- TensorFlow Powerful Predictive Analytics with TensorFlow -- 2018 pdf

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Predictive Analytics with TensorFlow: Implement deep learning principles to predict valuable insights using TensorFlow
Authors: Rezaul Karim


Description:
Harness the power of data in your business by building advanced predictive modelling applications with Tensorflow. This book isfor anyone who wants to build predictive models with the power of TensorFlow from scratch. If you want to build your own extensive applications which work, and can predict smart decisions in the future then this book is what you need! Predictive analytics discovers hidden patterns from structured and unstructured data for automated decision-making in business intelligence. This book will help you build, tune, and deploy predictive models with TensorFlow in three main sections. The first section covers linear algebra, statistics, and probability theory for predictive modeling. The second section covers developing predictive models via supervised (classification and regression) and unsupervised (clustering) algorithms. It then explains how to develop predictive models for NLP and covers reinforcement learning algorithms. Lastly, this section covers developing a factorization machines-based recommendation system. The third section covers deep learning architectures for advanced predictive analytics, including deep neural networks and recurrent neural networks for high-dimensional and sequence data. Finally, convolutional neural networks are used for predictive modeling for emotion recognition, image classification, and sentiment analysis.

Goodreads page:
https://www.goodreads.com/book/show/36630626-predictive-analytics-with-tensorflow

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Karim -- TensorFlow Powerful Predictive Analytics with TensorFlow -- 2018 pdf


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