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Название: Predictive Analytics with TensorFlow: Implement deep learning principles to predict valuable insights using TensorFlow
Автор: Md. Rezaul Karim
Издательство: Packt Publishing
ISBN: 1788398920
Год: 2017
Страниц: 522
Язык: английский
Формат: epub
Размер: 10.1 MB

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

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.

About This Book
A quick guide to gaining hands-on experience with deep learning in different domains such as digit, image & text classification
Build your own smart, predictive models with TensorFlow using an easy-to-follow approach
Understand deep learning and predictive analytics along with its challenges and best practices

Who This Book Is For
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!

What You Will Learn
Gain a solid 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 and recurrent Neural Networks for predictive analytics
Explore Convolutional Neural Networks for emotion recognition, image classification, and sentiment analysis

Table of Contents
Basic Python and Linear Algebra for Predictive Analytics
Statistics, Probability, and Information Theory for Predictive Modeling
From Data to Decisions - Getting Started with TensorFlow
Putting Data in Place - Supervised Learning for Predictive Analytics
Clustering Your Data - Unsupervised Learning for Predictive Analytics
Predictive Analytics Pipelines for NLP
Using Deep Neural Networks for Predictive Analytics
Using Convolutional Neural Networks for Predictive Analytics
Using Recurrent Neural Networks for Predictive Analytics
Recommendation System for Predictive Analytics
Using Reinforcement Learning for Predictive Analytics

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