book

AWS Certified Machine Learning Engineer Study Guide

by Dario Cabianca

June 2025

Intermediate to advanced

448 pages

13h 10m

English

Sybex

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Understanding Artificial IntelligenceUnderstanding Machine LearningUnderstanding Deep LearningSummaryExam EssentialsReview Questions

Introducing Ingestion and StorageIngesting and Storing DataSummaryExam EssentialsReview Questions
IntroductionUnderstanding Feature EngineeringData Cleaning and TransformationFeature Engineering TechniquesData LabelingManaging Class ImbalanceData SplittingSummaryExam EssentialsReview Questions
Understanding AWS AI ServicesDeveloping Models with Amazon SageMaker Built-in AlgorithmsCriteria for Model SelectionSummaryExam EssentialsReview Questions
TrainingHyperparameter TuningModel Performance EvaluationDeep-Dive Model Tuning ExampleSummaryExam EssentialsReview Questions
AWS Model Deployment ServicesAdvanced Model Deployment TechniquesOrchestrating ML WorkflowsDeep Dive Model Deployment ExampleSummaryExam EssentialsReview Questions
Monitoring Model InferenceMonitoring Infrastructure and CostSummaryExam EssentialsReview Questions
Security Design PrinciplesSecuring AWS ServicesSummaryExam EssentialsReview Questions
Chapter 1: Introduction to Machine LearningChapter 2: Data Ingestion and StorageChapter 3: Data Transformation and Feature EngineeringChapter 4: Model SelectionChapter 5: Model Training and EvaluationChapter 6: Model Deployment and OrchestrationChapter 7: Model Monitoring and Cost OptimizationChapter 8: Model Security
Linear AlgebraStatisticsProbability TheoryCalculus

Content preview from AWS Certified Machine Learning Engineer Study Guide

Introduction

The demand for machine learning (ML) engineers has significantly increased, particularly since 2023, when the introduction of ChatGPT revolutionized the artificial intelligence (AI) landscape. This field has seen a substantial interest and investment, as organizations across various sectors recognize the transformative potential of AI. As ML and AI become progressively more sophisticated, the need for skilled professionals to develop, implement, and maintain these systems has never been greater. To meet this demand, the new AWS Certified Machine Learning Engineer – Associate certification was developed to equip aspiring engineers with the knowledge and skills necessary to excel in this dynamic field.

The AWS Certified Machine ...