All Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

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

Other Books You May Enjoy

Summary

We have reached the end of this chapter about data visualization. Let's take this opportunity to provide a quick recap of what we have learned. We started this chapter by showing you how to visualize relationships in your data. Scatter plots and bubble charts are the most important charts in this category, either to show relationships between two or three variables, respectively.

Then, we moved on to another category of data visualization, which aimed to make comparisons in your data. The most common charts that you can use to show comparisons are bar charts, column charts, and line charts. Tables are also useful to show comparisons.

The next use case that we covered was visualizing data distributions. The most common types of charts that are used to show distributions are histograms and box plots.

Then, we moved on to compositions. We use this set of charts when we want to show the different elements that make up the data. While showing compositions, you must...

The rest of the chapter is locked

Register for a free Packt account to unlock a world of extra content!

A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.

Unlock this book and the full library FREE for 7 days

Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of

Start free trial

Renews at $15.99/month. Cancel anytime}

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

Other recommended products

Related to this chapter

Amazon Redshift Cookbook

Amazon Redshift Cookbook

The Amazon Redshift Cookbook helps you get to grips with architecting Redshift and performing database administration tasks. You'll learn techniques for building pipelines, loading data optimally, and deriving insights from this data, along with understanding how to optimize performance and costs associated with data warehouses, and build ingestion patterns with Amazon Redshift.

Jul 2021 12 hours 48 minutes

Serverless Architectures with AWS

Serverless Architectures with AWS

Serverless Architectures with AWS teaches you how to build serverless applications on AWS—applications that do not require the developer to provision, scale, or manage any servers. Using an event-driven approach and AWS Lambda as the primary service, the book explains the many benefits of serverless architectures. By the end of the book, you will be ready to create and run your first serverless application that takes advantage of the high availability, security, performance, and scalability of AWS. With this new architecture, you will be able to focus on your product instead of worrying about managing and operating servers to run it.

Dec 2018 7 hours 32 minutes

Learn Amazon SageMaker

Learn Amazon SageMaker

This book will teach you how to move quickly from business questions to machine learning models in production. Using real-world examples implemented with Python and Jupyter notebooks, you’ll learn about many the features and APIs of Amazon SageMaker on a wide spectrum of use cases: tabular data, computer vision, and natural language processing.

Aug 2020 16 hours 20 minutes

Hands-On Artificial Intelligence on Amazon Web Services

Hands-On Artificial Intelligence on Amazon Web Services

AI in AWS covers primarily two broad topics – a) how to leverage readily available AI/ML APIs and b) how to build, train and deploy ML models from scratch, to solve diverse business problems, such as demand forecasting, image classification, topic modeling, speech and text recognition. By the end of the book, you will have learned how to build production grade AI/ML applications in AWS

Oct 2019 14 hours 12 minutes

Amazon SageMaker Best Practices

Amazon SageMaker Best Practices

Going beyond the basics, Amazon SageMaker Best Practices provides end-to-end coverage of the service capabilities that the platform offers for building and automating machine learning workloads to address data science challenges. With this book, you'll discover tips to train, deploy, and monitor your machine learning solutions efficiently.

Sep 2021 11 hours 36 minutes

Mastering Machine Learning on AWS

Mastering Machine Learning on AWS

This book will help you master your skills in various artificial intelligence and machine learning services available on AWS. Through practical hands-on examples, you’ll learn how to use these services to generate impressive results. You will have a tremendous understanding of how to use a wide range of AWS services in your own organization.

May 2019 10 hours 12 minutes

AWS Certified Developer - Associate Guide

AWS Certified Developer - Associate Guide

With rapid adaptation of the cloud platform, the need for cloud certification has also increased. This is your one stop solution and will help you transform yourself from zero to certified. This guide will help you gain technical expertise in the AWS platform and help you start working with various AWS Services.

Jun 2019 27 hours 4 minutes

AWS Certified Security – Specialty Exam Guide

AWS Certified Security – Specialty Exam Guide

Amazon has come up with Specialty certifications which validates a particular user's expertise that he/she would want to build a career in. This Guide will be a companion to getting skilled with complex and creative security solutions.

Sep 2020 18 hours 36 minutes

The Applied AI and Natural Language Processing Workshop

The Applied AI and Natural Language Processing Workshop

The Applied AI and NLP Workshop will show you how to integrate artificial intelligence with Amazon Web Services to create intelligent applications. From developing language translation apps and chatbots to creating models for processing large volumes of images, you’ll learn key concepts effectively and in a real-world context.

Jul 2020 12 hours 48 minutes

AWS Certified Developer - Associate Guide

AWS Certified Developer - Associate Guide

With rapid adaptation of the cloud platform, the need for cloud certification has also increased. This is your one stop solution and will help you transform yourself from zero to certified. This guide will help you gain technical expertise in the AWS platform and help you start working with various AWS Services.

Sep 2017 20 hours 0 minutes

AWS Certified Solutions Architect - Associate Guide

AWS Certified Solutions Architect - Associate Guide

With rapid adaptation of the cloud platform, the need for cloud certification has also increased. This is your one stop solution and will help you transform yourself from zero to certified. This guide will help you gain technical expertise in the AWS platform and help you start working with various AWS Services

Oct 2018 20 hours 52 minutes

Scalable Data Streaming with Amazon Kinesis

Scalable Data Streaming with Amazon Kinesis

This practical guide takes a hands-on approach to implementation and associated methodologies to have you up and running with all that Amazon Kinesis has to offer. You’ll work with use cases and practical examples to be able to ingest, process, analyze, and stream real-time data in no time.

Mar 2021 10 hours 28 minutes

Personalised recommendations for you

Based on your interests and search pattern

Ever wonder why speech recognition systems don't understand the Scottish accent, or what would happen if an astronaut only ate mac 'n' cheese, or other spurious reflections you'd have at a bar? We did, then collated those deliberations into absurd research articles with fake figures and methodologies inspired by even more fictionally absurd studies.

Aug 2023 7 hours 40 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Generative AI with LangChain

Generative AI with LangChain

This book is a comprehensive introduction to LLMs and LangChain, demystifying the basic mechanics of LangChain, its functionalities, and the myriad of applications it can be integrated into.

Dec 2023 12 hours 0 minutes

Mastering Tableau 2023

Mastering Tableau 2023

This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.

Aug 2023 22 hours 48 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs

This guide covers all ChatGPT API features for effortless creation of robust AI powered apps. With its help, you’ll be able to leverage ChatGPT’s cutting-edge NLP models to take your app development skills to the next level. You’ll also work on ten exciting projects that will give you the practical know-how that you can apply to your existing applications.

Sep 2023 8 hours 36 minutes

Data Engineering with AWS

Data Engineering with AWS

Embark on a journey to master data engineering pipelines on AWS! Our book offers a hands-on experience of AWS services for ingesting, transforming, and consuming data. Whether you're an absolute beginner or someone with basic data engineering experience, this guide is an indispensable resource.

Oct 2023 21 hours 12 minutes

Modern Data Architecture on AWS

Modern Data Architecture on AWS

Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that’ll help you achieve this goal.

Aug 2023 14 hours 0 minutes

Practical Guide to Applied Conformal Prediction in Python

Practical Guide to Applied Conformal Prediction in Python

Discover the power of Conformal Prediction with the "Practical Guide to Applied Conformal Prediction in Python." Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.

Dec 2023 8 hours 0 minutes

TinyML Cookbook

TinyML Cookbook

With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano microcontrollers.

Nov 2023 22 hours 8 minutes