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Proudly Presents
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The Supervised Learning Workshop, 2nd Edition (packtpub - 2019) [AhLaN]
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GENERAL INFO
Author : Ashish Ranjan Jha, Benjamin Johnston, Blaine Bateman, I a Mathur
Length : 490 pages
Edition : 1
Language : English
Publisher : Packt Publishing
Publication Date : 2020-02-28
ISBN-10 : 1800209045
ISBN-13 : 9781800209046
BOOK DESCRIPTION
Cut through the noise and get real results with a step-by-step approach to understanding supervised learning algorithms
Key Features
Ideal for those getting started with machine learning for the first time
A step-by-step machine learning tutorial with exercises and activities that help build key skills
Structured to let you progress at your own pace, on your own terms
Use your physical print copy to redeem free access to the online interactive edition
Book Description
You already know you want to understand supervised learning, and a smarter way to do that is to learn by doing. The Supervised Learning Workshop focuses on building up your practical skills so that you can deploy and build solutions that leverage key supervised learning algorithms. You’ll learn from real examples that lead to real results.
Throughout The Supervised Learning Workshop, you’ll take an engaging step-by-step approach to understand supervised learning. You won’t have to sit through any unnecessary theory. If you’re short on time you can jump into a single exercise each day or spend an entire weekend learning how to predict future values with auto regressors. It’s your choice. Learning on your terms, you’ll build up and reinforce key skills in a way that feels rewarding.
Every physical print copy of The Supervised Learning Workshop unlocks access to the interactive edition. With videos detailing all exercises and activities, you’ll always have a guided solution. You can also benchmark yourself against assessments, track progress, and receive content updates. You’ll even earn a secure credential that you can share and verify online upon completion. It’s a premium learning experience that’s included with your printed copy. To redeem, follow the instructions located at the start of your book.
Fast-paced and direct, The Supervised Learning Workshop is the ideal companion for those with some Python background who are getting started with machine learning. You’ll learn how to apply key algorithms like a data scientist, learning along the way. This process means that you’ll find that your new skills stick, embedded as best practice. A solid foundation for the years ahead.
What you will learn
Get to grips with the fundamental of supervised learning algorithms
Discover how to use Python libraries for supervised learning
Learn how to load a dataset in pandas for testing
Use different types of plots to visually represent the data
Distinguish between regression and classification problems
Learn how to perform classification using K-NN and decision trees
Who this book is for
Our goal at Packt is to help you be successful, in whatever it is you choose to do. The Supervised Learning Workshop is ideal for those with a Python background, who are just starting out with machine learning. Pick up a Workshop today, and let Packt help you develop skills that stick with you for life.
Table of Contents
Fundamentals of Supervised Learning Algorithms
Exploratory Data Analysis and Visualization
Linear Regression
Autoregression
Classification Techniques
Ensemble Modeling
Model Evaluation
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