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AI Innovation in Healthcare · LearnSpace
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AI Innovation in Healthcare

Курс от Northeastern University
Уровень не указан≈ 14.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

AI is transforming healthcare, offering new ways to improve diagnostics, personalize treatment, and streamline clinical workflows. In this course, you will explore why AI is essential in modern healthcare, examining how data—ranging from electronic health records to medical imaging—drives AI-powered solutions. You’ll be introduced to key data exploration techniques used to uncover patterns and insights in healthcare data, as well as foundational AI approaches, including traditional rule-based systems, predictive analytics, and emerging generative AI models. We’ll also discuss the challenges of AI in healthcare, including biases, ethical concerns, and AI ‘hallucinations’—instances where AI generates misleading or incorrect information. By the end of this course, you’ll have a solid understanding of AI’s capabilities and limitations in healthcare and be prepared to critically assess its role in patient care and decision-making.

Навыки, которые вы освоите

Supervised LearningGenerative AIArtificial IntelligenceMachine LearningLarge Language ModelingData CollectionHealthcare EthicsPredictive AnalyticsData EthicsHealthcare Industry KnowledgeHealth InformaticsAI literacyResponsible AIAI Personalization

Программа курса

4 модулей · 59 учебных материалов

01Why AI is Important for Healthcare16 материалов

Welcome

Course OverviewЧтениеSyllabus - AI Innovation in HealthcareЧтениеMeet Your Fellow LearnersОбсуждениеAcademic IntegrityЧтение

AI Importance In Healthcare

Учитесь у экспертов

Eugene Tunik

Преподаватель курса

AI Innovation in Healthcare
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 14.5 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета
State of HealthcareЧтение
ICU WalkthroughВидео
Computational MedicineЧтение
AI Importance in HealthcareЗадание

What is AI?

What is AI?ЧтениеA Brief History of AIЧтениеAI TimelineВнешний инструментOpen AIЧтениеAI Across the Healthcare FieldЧтениеAI in HealthcareВидеоTypes of AIЧтениеAI Across HealthcareЗадание
02Data and Basic Approaches to Data Exploration16 материалов

Challenges Inherent in Working With Healthcare Data

EHR DataЧтениеOther Types of Healthcare DataЧтениеHealthcare Data ChallengesЗадание

Data Issues

Missing DataЧтениеData ArtifactsЧтение

Basic Approaches to Data Exploration

Principal Component AnalysisЧтениеPCA - Four Essential StepsЧтениеBasic Approach to Data 1ЗаданиеK-Means ClusteringЧтениеPerformance Metrics in Machine LearningЧтениеArea Under the CurveЧтениеPerformance MetricsЗадание

Classification Trees

Classification TreesЧтениеRandom ForestsЧтениеClassification Trees & Random ForestsЗадание

Discuss AI in Healthcare

AI Solutions to Healthcare ChallengesОбсуждение
03Introduction to Traditional and Predictive AI15 материалов

Defining AI

What Is AI and Why Is It Hard to Define?ЧтениеPredictive AI in HealthcareВидеоWhat Is the Difference Between AI and Machine Learning?ЧтениеMachine LearningЧтениеAI vs MLЗадание

Machine Learning Models

Introduction to Machine Learning ModelsЧтениеCommon ML ModelsЧтениеCommon Supervised Learning ModelsЧтениеCommon Unsupervised Learning ModelsЧтениеCommon ML ModelsЗадание

Evaluating ML Models

Evaluating ML modelsЧтениеExplainabilityЧтениеIncreasing Explainability of Existing ML in AIЧтениеEvaluating ML ModelsЗадание

Peer Review - AI in the Real World

AI in the Real WorldВзаимная проверка
04Introduction to Generative AI12 материалов

Generative AI

Moving From Discriminative and Descriptive to Generative ModelsЧтениеGenerative AI in HealthcareВидеоGenerative ModelsЧтениеGenerative ModelsЗадание

Large Language Models

LLMsЧтениеChallenges with LLMsЧтениеHallucinations Are Just ErrorsЧтениеReducing Hallucinations and Improving LLM outputЧтениеHallucinationsЗадание

Responsible Generative AI and the Health Sciences

Responsible Generative AIЧтениеResponsible Generative AI IIЧтение

Conclusion

CongratulationsЧтение