Author Md. Rezaul Karim Reviewers Andrea Mostosi Meng-Chieh Ling Commissioning Editor Sunith Shetty Acquisition Editor Chandan Kumar Content Development Editor Amrita Noronha Technical Editor Sayali Thanekar Copy Editor Safis Editing
|
Project Coordinator Shweta H Birwatkar Proofreader Safis Editing Indexer Pratik Shirodkar Graphics Tania Dutta Production Coordinator Aparna Bhagat |
Predictive Analytics with TensorFlow
By :
Predictive Analytics with TensorFlow
By:
Overview of this book
<p>Predictive analytics discovers hidden patterns from structured and unstructured data for automated decision-making in business intelligence.</p>
<p>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.</p>
<p>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.</p>
<p>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.</p>
Table of Contents (20 chapters)
Predictive Analytics with TensorFlow
Credits
About the Author
Acknowledgments
About the Reviewers
www.PacktPub.com
Customer Feedback
Preface
Free Chapter
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 Systems for Predictive Analytics
Using Reinforcement Learning for Predictive Analytics
Index
Customer Reviews