Predictive Analytics with TensorFlow

Accomplish the power of data in your business by building advanced predictive modelling applications with Tensorflow.

Predictive Analytics with TensorFlow

Md. Rezaul Karim

7 customer reviews
Accomplish the power of data in your business by building advanced predictive modelling applications with Tensorflow.
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Book Details

ISBN 139781788398923
Paperback522 pages

Book Description

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.

Table of Contents

What You Will Learn

  • Get a solid and theoretical understanding of linear algebra, statistics, and probability for predictive modeling
  • Develop predictive models using classification, regression, and clustering algorithms
  • Develop predictive models for NLP
  • Learn how to use reinforcement learning for predictive analytics
  • Factorization Machines for advanced recommendation systems
  • Get a hands-on understanding of deep learning architectures for advanced predictive analytics
  • Learn how to use deep Neural Networks for predictive analytics
  • See how to use recurrent Neural Networks for predictive analytics
  • Convolutional Neural Networks for emotion recognition, image classification, and sentiment analysis

Authors

Table of Contents

Book Details

ISBN 139781788398923
Paperback522 pages
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