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AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

You're reading from AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide

Product type Book

Published in Mar 2021

Publisher Packt

ISBN-13 9781800569003

Pages 338 pages

Edition 1st Edition

Languages

Concepts

Machine Learning

Authors (2):

Somanath Nanda

Weslley Moura

View More author details

Table of Contents (14) Chapters

Preface

Section 1: Introduction to Machine Learning

Chapter 1: Machine Learning Fundamentals

Chapter 2: AWS Application Services for AI/ML

Section 2: Data Engineering and Exploratory Data Analysis

Chapter 3: Data Preparation and Transformation

Chapter 4: Understanding and Visualizing Data

Chapter 5: AWS Services for Data Storing

Chapter 6: AWS Services for Data Processing

Section 3: Data Modeling

Chapter 7: Applying Machine Learning Algorithms

Chapter 8: Evaluating and Optimizing Models

Chapter 9: Amazon SageMaker Modeling

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Identifying types of features

We cannot start modeling without knowing what a feature is and which type of information it might store. You have already read about different processes that deal with features. For example, you know that feature engineering is related to the task of building and preparing features to your models; you also know that feature selection is related to the task of choosing the best set of features to feed a particular algorithm. These two tasks have one behavior in common: they may vary according to the types of features they are processing.

It is very important to understand this behavior (feature type versus applicable transformations) because it will help you eliminate invalid answers during your exam (and, most importantly, you will become a better data scientist).

When we refer to types of features, we are talking about the data type that a particular feature is supposed to store. The following diagram shows how we could potentially describe the...

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Authors (2)

Somanath Nanda

Somanath has 10 years of working experience in IT industry which includes Prod development, Devops, Design and architect products from end to end. He has also worked at AWS as a Big Data Engineer for about 2 years.

See other products by Somanath Nanda

Weslley Moura

Weslley Moura has been developing data products for the past decade. At his recent roles, he has been influencing data strategy and leading data teams into the urban logistics and blockchain industries.

See other products by Weslley Moura

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