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Business Application of Machine Learning and Artificial Intelligence in Healthcare · LearnSpace
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Business Application of Machine Learning and Artificial Intelligence in Healthcare

Курс от Northeastern University
Средний≈ 13.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

The future of healthcare is becoming dependent on our ability to integrate Machine Learning and Artificial Intelligence into our organizations. But it is not enough to recognize the opportunities of AI; we as leaders in the healthcare industry have to first determine the best use for these applications ensuring that we focus our investment on solving problems that impact the bottom line. Throughout these four modules we will examine the use of decision support, journey mapping, predictive analytics, and embedding Machine Learning and Artificial Intelligence into the healthcare industry. By the end of this course you will be able to: 1. Determine the factors involved in decision support that can improve business performance across the provider/payer ecosystem. 2. Identify opportunities for business applications in healthcare by applying journey mapping and pain point analysis in a real world context. 3. Identify differences in methods and techniques in order to appropriately apply to pain points using case studies. 4. Critically assess the opportunities to leverage decision support in adapting to trends in the industry.

Навыки, которые вы освоите

Predictive ModelingDecision Support SystemsAI IntegrationsAnalyticsHealth InformaticsCare ManagementApplied Machine LearningPredictive AnalyticsAdvanced AnalyticsData-Driven Decision-MakingBusiness AnalyticsAI Product StrategyHealthcare Industry KnowledgeArtificial Intelligence and Machine Learning (AI/ML)Journey MappingValue-Based CareMachine LearningHealth TechnologyData CompilationAI Enablement

Программа курса

4 модулей · 79 учебных материалов

01Decision Support and Use Cases27 материалов

Course Overview

Course OverviewВидео

Module 1 Introduction

Introduction to Module 1Видео

Operationalizing Consumerism and a New Supply Chain

Consumerism, Supply Chain and Social & Situational DeterminantsВидеоOperationalizing Consumerism Using ML and AIВидео

Учитесь у экспертов

Craig Johnson

Part-time Lecturer, Chief Science Officer at Decision Point Health Solutions

Business Application of Machine Learning and Artificial Intelligence in Healthcare
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Обучение на Coursera

≈ 13.8 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Польский

Часть программы вашего университета
Interview with CaitlynВидео
Operationalizing a New Supply ChainВидео
Interview with Peter DunphyВидео
Check Your KnowledgeЗадание

Machine Learning, Artificial Intelligence and Decision Support

Machine Learning, Artificial Intelligence, and Decision SupportВидеоCheck Your KnowledgeЗаданиеHealthcare Ecosystem ReadingsЧтениеDigital Transformation in the Healthcare EcosystemОбсуждение

Journey Mapping

Journey Mapping and Pain PointsВидеоHealthcare Consumer Journey MappingЧтение

Patient Monitoring

Patient MonitoringВидеоCheck Your KnowledgeЗаданиеTED Talk on an innovation in Remote Patient MonitoringЧтениеInnovations in Remote Patient MonitoringОбсуждение

Voices from the Industry

Interview with Cait Larson from DynamicareВидео

Machine Learning in Practice

Differential DiagnosisВидеоCare ManagementВидеоCheck Your KnowledgeЗаданиеPreventive ScreeningВидеоInnovations and Results in Patient OutreachЧтениеAvoidable ReadmissionsВидеоCheck Your KnowledgeЗадание

Module 1 Graded Quiz

Module 1 (Graded)Задание
02Predictive Modeling Basics18 материалов

Module 2 Introduction

Introduction to Module 2ВидеоPredictive ModelingВидеоCheck Your KnowledgeЗадание

Linear Regression

Linear RegressionВидеоLinear Regression ExplainedЧтение

Disease Burden

Disease Burden as a Predictor of CostВидеоCheck Your KnowledgeЗадание

Machine Learning

Machine LearningВидеоCheck Your KnowledgeЗаданиеUsing AI to Diagnose DiseaseЧтениеArtificial Intelligence in the Healthcare IndustryОбсуждение

Data Sourcing and Enrichment

Data SourcingВидеоCheck Your KnowledgeЗаданиеData EnrichmentВидео

Provider Taxonomies and Relationships

Provider Taxonomies and RelationshipsВидеоCheck Your KnowledgeЗадание

Predictive Modeling Process

Predictive Modeling ProcessВидео

Journey Map Assignment

Journey Map Assignment (Graded)Взаимная проверка
03Consumerism and Operationalization17 материалов

Module 3 Introduction

Introduction to Module 3ВидеоAnalytic Maturity ModelВидеоCheck Your KnowledgeЗадание

Addressable Opportunity

Identifying Historic Addressable OpportunityВидеоPredictive Modeling to Enable a Different Health OutcomeОбсуждениеPredicting Addressable OpportunityВидеоCheck Your KnowledgeЗадание

Predictive Accuracy

Measuring Predictive AccuracyВидеоCheck Your KnowledgeЗаданиеMaking RecommendationsВидеоCheck Your KnowledgeЗаданиеThe Future of Predictive Analytics in HealthcareЧтение

Voices from the Industry

Voices from the Industry with George "Russ" MoranВидео

Integration

Integration and OrchestrationВидеоOperational Engagement FrameworkВидеоCheck Your KnowledgeЗадание

Module 3 Quiz

Module 3 (Graded)Задание
04Advanced Topics in Operationalization17 материалов

Module 4 Introduction

Introduction to Module 4Видео

Operational Entity Relationship Model

Operational Entity Relationship ModelВидеоCheck Your KnowledgeЗаданиеReflection DiscussionОбсуждение

Utilizing Data

Using Other Administrative Data to Target Avoidable UtilizationВидеоTargeting High Value Member Patients Using Consumer DataВидеоUtilizing Consumer DataЧтениеCheck Your KnowledgeЗадание

Prescriptive Analytics

Recommending a Program for Care ManagementВидеоRecommending a Channel for Member EngagementВидеоCheck Your KnowledgeЗадание

Voices from the Industry

Interview with Peter Dunphy from Perfect HealthВидео

Embedding and Deploying Decision Support

Embedding Decision Support with your Existing Technology FootprintВидеоMisconceptions in the IndustryЧтениеDeploying Decision Support Beyond the Enterprise to the ConsumerВидеоCheck Your KnowledgeЗадание

Final Student Presentation

Final Student Presentation (Graded)Взаимная проверка