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Hands-On Machine Learning with Microsoft Excel 2019

You're reading from   Hands-On Machine Learning with Microsoft Excel 2019 Build complete data analysis flows, from data collection to visualization

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Product type Paperback
Published in Apr 2019
Publisher Packt
ISBN-13 9781789345377
Length 254 pages
Edition 1st Edition
Tools
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Author (1):
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Julio Cesar Rodriguez Martino Julio Cesar Rodriguez Martino
Author Profile Icon Julio Cesar Rodriguez Martino
Julio Cesar Rodriguez Martino
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Table of Contents (17) Chapters Close

Preface 1. Section 1: Machine Learning Basics FREE CHAPTER
2. Implementing Machine Learning Algorithms 3. Hands-On Examples of Machine Learning Models 4. Section 2: Data Collection and Preparation
5. Importing Data into Excel from Different Data Sources 6. Data Cleansing and Preliminary Data Analysis 7. Correlations and the Importance of Variables 8. Section 3: Analytics and Machine Learning Models
9. Data Mining Models in Excel Hands-On Examples 10. Implementing Time Series 11. Section 4: Data Visualization and Advanced Machine Learning
12. Visualizing Data in Diagrams, Histograms, and Maps 13. Artificial Neural Networks 14. Azure and Excel - Machine Learning in the Cloud 15. The Future of Machine Learning 16. Assessment

Understanding learning and models

The way that humans learn has been studied for many decades now. There are a handful of psychological theories that try to explain how we acquire knowledge, use it, and generalize it in order to apply what we know to completely new scenarios. Taking one step back, we could ask ourselves: what does it mean to learn? We could say that, once we learn something, we are able to repeat it in a more or less detailed way. In reality, learning implies much more than just copying a behavior or memorizing a piece of poetry. In fact, we understand what we learn and are able to generalize that knowledge, which helps us to react correctly to new people, places, and situations.

The need to create a machine that somehow mimics our human behavior and intelligence has been desired for a very long time. Hundreds of years ago, kings were amazed by chess-playing machines...

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