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Hands-On Predictive Analytics with Python

You're reading from   Hands-On Predictive Analytics with Python Master the complete predictive analytics process, from problem definition to model deployment

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Product type Paperback
Published in Dec 2018
Publisher Packt
ISBN-13 9781789138719
Length 330 pages
Edition 1st Edition
Languages
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Author (1):
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Alvaro Fuentes Alvaro Fuentes
Author Profile Icon Alvaro Fuentes
Alvaro Fuentes
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Table of Contents (11) Chapters Close

Preface 1. The Predictive Analytics Process FREE CHAPTER 2. Problem Understanding and Data Preparation 3. Dataset Understanding – Exploratory Data Analysis 4. Predicting Numerical Values with Machine Learning 5. Predicting Categories with Machine Learning 6. Introducing Neural Nets for Predictive Analytics 7. Model Evaluation 8. Model Tuning and Improving Performance 9. Implementing a Model with Dash 10. Other Books You May Enjoy

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TensorFlow: Powerful Predictive Analytics with TensorFlow
Md. Rezaul Karim

ISBN: 978-1-78913-691-3

  • Learn TensorFlow features in a real-life problem, followed by detailed TensorFlow installation and configuration
  • Explore computation graphs, data, and programming models also get an insight into an example of implementing linear regression model for predictive analytics
  • Solve the Titanic survival problem using logistic regression, random forests, and SVMs for predictive analytics
  • Dig deeper into predictive analytics and find out how to take advantage of it to cluster records belonging to the certain group or class for a dataset of unsupervised observations
  • Learn several examples of how to apply reinforcement learning algorithms for developing predictive models on real-life datasets...
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