Machine Learning For Absolute Beginners: A Plain English Introduction (Second Edition)

2018 | English | PDF + epub + mobi | ISBN-10: 154917214 | 153 Page | 168 MB
 
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In this step-by-step guide you will learn:

- How to download free datasets
- What tools and machine learning libraries you need
- Data scrubbing techniques, including one-hot encoding, binning and dealing with missing data
- Preparing data for analysis, including k-fold Validation
- Regression analysis to create trend lines
- Clustering, including k-means and k-nearest Neighbors
- The basics of Neural Networks
- Bias/Variance to improve your machine learning model
- Decision Trees to decode classification
- How to build your first Machine Learning Model to predict house values using Python

Frequently Asked Questions
Q: Do I need programming experience to complete this book?
A: This book is designed for absolute beginners, so no programming experience is required. However, two of the later chapters introduce Python to demonstrate an actual machine learning model, so you will see programming language used in this book.

Q: I have already purchased the First Edition of this book, should I purchase this Second Edition?
A: As majority of the topics from the First Edition are covered in the Second Edition, you may be better served reading a more advanced title on machine learning.

Q: Can I get access to the Kindle version of this book?
A: Yes. Under Amazon’s Matchbook program, the purchaser of this book can add the Kindle version of this title (valued at $3.99 USD) to their Amazon Kindle library at no cost.
Q: Does this book include everything I need to become a machine learning expert?
A: This book is designed for readers taking their first steps in machine learning and further learning will be required beyond this book to master machine learning