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AWS Certified AI Practitioner (AIF-C01) · LearnSpace
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AWS Certified AI Practitioner (AIF-C01)

Курс от Pearson
Средний≈ 13.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

AWS Certified AI Practitioner (AIF-C01) is your full exam resource for the all-new AWS certification exam AIF-C01. Experienced trainer and author Chad Smith covers all the exam's concepts and objectives, equipping you with the edge needed to study effectively and achieve success. The course includes discussions of different types of machine learning, artificial intelligence, and business use cases for each. Get insights on responsible AI, including developing ethical systems and explainable models. Learn about security, compliance, governance, and methods to secure AI solutions. Each major topic will end with two practice questions to test your knowledge.

Навыки, которые вы освоите

Responsible AIAI SecurityModel TrainingPrompt EngineeringGenerative Model ArchitecturesArtificial IntelligenceGenerative AIData EthicsLarge Language ModelingAmazon BedrockAWS SageMakerArtificial Intelligence and Machine Learning (AI/ML)Prompt PatternsAmazon Web ServicesAI EnablementModel DeploymentAI IntegrationsGenerative AI AgentsApplication DeploymentAI literacy

Программа курса

5 модулей · 126 учебных материалов

01Module 1: Exam Foundation7 материалов

Module Introduction

Module IntroductionВидео

Exam Guide

Learning objectivesВидеоIntroductionВидеоTarget Candidate DescriptionВидеоExam ContentВидео

Учитесь у экспертов

Pearson

Преподаватель курса

Chad Smith

Principal Cloud Architect

AWS Certified AI Practitioner (AIF-C01)
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 13.7 ч

5 модулей

Язык: Английский

Субтитры: Американский английский

Часть программы вашего университета
Exam Question DomainsВидео
Exam Guide QuizЗадание
02Module 2: Fundamentals of AI and ML25 материалов

Module Introduction

Module IntroductionВидео

Basic AI Concepts

Learning objectivesВидеоBasic AI TerminologyВидеоIntroduction to Machine LearningВидеоIntroduction to Deep LearningВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2ВидеоBasic AI Concepts QuizЗадание

Practical Use Cases For AI

Learning objectivesВидеоAI Patterns and Anti-patternsВидеоML TechniquesВидеоReal-world AI ApplicationsВидеоAWS Managed AI/ML ServicesВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2

ML Development Lifecycle

Learning objectivesВидеоML Pipeline ComponentsВидеоML Model Sources and Deployment TypesВидеоIntroduction to ML OpsВидеоAWS ML Pipeline ServicesВидеоML Model Performance MetricsВидео
03Module 3: Fundamentals of Generative AI23 материалов

Module Introduction

Module IntroductionВидео

Basic Concepts of Generative AI

Learning objectivesВидеоBasic Generative AI TerminologyВидеоGenerative AI Use CasesВидеоFoundation Model LifecycleВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2ВидеоBasic Concepts of Generative AI QuizЗадание

Generative AI Capabilities and Limitations

Learning objectivesВидеоGenerative AI AdvantagesВидеоGenerative AI DisadvantagesВидеоModel Selection Decision TreeВидеоGenerative AI Business Value and MetricsВидеоQuestion Breakdown 1Видео

AWS Generative AI Offerings

Learning objectivesВидеоAWS Generative AI Services and FeaturesВидеоAWS Generative AI Advantages and BenefitsВидеоAWS Generative AI Cost TradeoffsВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2Видео
04Module 4: Applications of Foundation Models34 материалов

Module Introduction

Module IntroductionВидео

Foundation Model Design

Learning objectivesВидеоPre-trained Model Selection CriteriaВидеоModel Inference ParametersВидеоIntroduction to RAGВидеоIntroduction to Vector DatabasesВидеоAWS Vector Database ServiceВидеоFoundation Model Customization Cost TradeoffsВидеоGenerative AI AgentsВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2ВидеоFoundation Model Design QuizЗадание

Foundation Model Performance

Learning objectivesВидеоFoundation Model Performance Metrics and EvaluationВидеоFoundation Model Business Objective CriteriaВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2ВидеоFoundation Model Performance QuizЗадание

Foundation Model Training and Fine Tuning

Learning objectivesВидеоFoundation Model TrainingВидеоFoundation Model Fine-tuningВидеоFoundation Model Data PreparationВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2Видео

Prompt Engineering

Learning objectivesВидеоPrompt WorkflowВидеоPrompt Engineering ConceptsВидеоPrompt Engineering TechniquesВидеоPrompt Engineering Best PracticesВидеоPrompt Engineering Risks and LimitationsВидео
05Module 5: Responsible and Secure AI Solutions37 материалов

Module Introduction

Module IntroductionВидео

Responsible AI System Development

Learning objectivesВидеоResponsible AI FeaturesВидеоAWS Responsible AI ToolsВидеоResponsible AI Model Selection PracticesВидеоGenerative AI Legal RisksВидеоAI Dataset CharacteristicsВидеоAI Bias and VarianceВидеоAWS AI Bias Detection ToolsВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2ВидеоResponsible AI System Development QuizЗадание

Transparent and Explainable AI Models

Learning objectivesВидеоTransparency and Explainability DefinitionsВидеоAWS Transparency and Explainability ToolsВидеоAI Model Safety and Transparency TradeoffsВидеоHuman-centered AI Design PrinciplesВидеоQuestion Breakdown 1Видео

AI Security

Learning objectivesВидеоAWS AI Security Services and FeaturesВидеоData Citations and Origin DocumentationВидеоSecure Data Engineering Best PracticesВидеоAI Security and Privacy ConsiderationsВидеоQuestion Breakdown 1Видео

AI Governance and Compliance

Learning objectivesВидеоAWS Governance and Compliance ServicesВидеоData Governance StrategiesВидеоGovernance Protocols and Compliance StandardsВидеоQuestion Breakdown 1ВидеоQuestion Breakdown 2Видео

AWS Certified AI Practitioner (AIF-C01): Summary

Course SummaryВидеоEnd of Course AssessmentЗадание
Видео
Practical Use Cases For AI QuizЗадание
Question Breakdown 1Видео
Question Breakdown 2Видео
ML Development Lifecycle QuizЗадание
Question Breakdown 2Видео
Generative AI Capabilities and Limitations QuizЗадание
AWS Generative AI Offerings QuizЗадание
Foundation Model Training and Fine Tuning QuizЗадание
Question Breakdown 1Видео
Question Breakdown 2Видео
Prompt Engineering QuizЗадание
Question Breakdown 2Видео
Transparent and Explainable AI Models QuizЗадание
Question Breakdown 2Видео
AI Security QuizЗадание
AI Governance and Compliance QuizЗадание