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Machine Learning for Healthcare Professionals · LearnSpace
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Machine Learning for Healthcare Professionals

Курс от Northeastern University
Уровень не указан≈ 12.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Examines data mining perspectives and methods in a healthcare context. Introduces the theoretical foundations for major data mining methods and studies how to select and use the appropriate data mining method and the major advantages for each. Students are exposed to contemporary data mining software applications and basic programming skills. Focuses on solving real-world problems, which require data cleaning, data transformation, and data modeling.

Навыки, которые вы освоите

Artificial IntelligenceCorrelation AnalysisResponsible AIHealth TechnologyHealth CareEmerging TechnologiesData MiningBusiness Process ImprovementMachine Learning AlgorithmsClinical InformaticsAI IntegrationsArtificial Intelligence and Machine Learning (AI/ML)Health InformaticsApplied Machine LearningAcute CareHome Health CareAnalyticsMachine LearningData PreprocessingData Analysis

Программа курса

4 модулей · 62 учебных материалов

01Bridging the AI Gap19 материалов

Getting Started

Welcome to Machine Learning for Healthcare ProfessionalsЧтениеSyllabusЧтениеMeet Your Faculty: Paul CerratoВидеоMeet Your Faculty: Sonya MakhniВидео

Учитесь у экспертов

Paul Cerrato

Visiting Lecturer

Machine Learning for Healthcare Professionals
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 12.1 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
Recommended Prior Knowledge: Basic StatisticsЧтение
Recommended Prior Knowledge: How to Read Journal ArticlesЧтение
Welcome to the Course!Обсуждение

Module 1 Overview

Module OverviewЧтениеInequities in HealthcareОбсуждение

Lesson 1: Addressing Inequities in Datasets and Algorithms

Addressing Inequities in Datasets and AlgorithmsВидеоLesson ResourcesЧтениеCheck Your KnowledgeЗадание

Lesson 2: The Coalition for Health IT

The Coalition for Health ITВидеоLesson ResourcesЧтениеCheck Your KnowledgeЗадание

Lesson 3: Refresher on Dataset Construction

Dataset ConstructionВидео

Lesson 4: Refresher on Dataset Preparation

Dataset PreparationВидео

Module 1 Wrap-Up

Module 1 SummaryЧтениеModule QuizЗадание
02Healthcare Data Analytics13 материалов

Module Overview

Module OverviewВидеоBenefits and Risks of Large Language ModelsОбсуждение

Lesson 1: Subgroup Analysis in Diabetes

Subgroup Analysis in DiabetesЧтениеCheck Your KnowledgeЗадание

Lesson 2: Analyzing the EAGLE Study

Analyzing the EAGLE StudyВидеоCheck Your KnowledgeЗадание

Lesson 3: Benefits and Risks of Large Language Models

Benefits and Risks of Large Language Models Part 1ВидеоBenefits and Risks of Large Language Models Part 2Видео

Lesson 4: Validation

Internal/External ValidationВидеоClinical Validation StudiesВидео

Lesson 5: Correlation vs. Causality

Correlation vs. CausalityЧтение

Module 2 Wrap-Up

Module SummaryЧтениеModule QuizЗадание
03Delivering AI/Machine Learning at the Bedside: Solving the Workflow Problem12 материалов

Module Overview

Module OverviewВидеоAI in WorkflowsОбсуждение

Lesson 1: Developing Delivery Method for Healthcare AI

Developing Delivery Method for Healthcare AIВидеоCheck Your KnowledgeЗадание

Lesson 2: Reducing Cognitive Load in Machine Learning

Reducing Cognitive Load in Machine LearningВидеоCheck Your KnowledgeЗадание

Lesson 3: Governmental Regulations Impact AI Algorithms

Governmental Regulations Impact AI AlgorithmsЧтениеCheck Your KnowledgeЗадание

Lesson 4: Delivering AI/Limitations

Delivering AI/LimitationsВидеоCheck Your KnowledgeЗадание

Module 3 Wrap-Up

Module QuizЗаданиеModule SummaryЧтение
04The Future of Digital Health18 материалов

Module Overview

Module OverviewВидеоHow We Can Control AIОбсуждение

Lesson 1: Conversational Tech Tools

Conversational Tech ToolsВидеоCheck Your KnowledgeЗадание

Lesson 2: Generative AI and Interactive Bots

Generative AI and Interactive BotsЧтениеCheck Your KnowledgeЗадание

Lesson 3: High Tech vs. High Touch Patient Care

High Tech vs. High Touch Patient CareВидеоCheck Your KnowledgeЗадание

Lesson 4: Mayo Clinic Digital Solutions

Mayo Clinic Digital SolutionsВидеоCheck Your KnowledgeЗадание

Lesson 5: The Future/Why Has the Future Not Arrived?

The Future/Why Has the Future Not Arrived?ВидеоCheck Your KnowledgeЗаданиеThe Future of Digital HealthВидео

Lesson 6: Launching an AI Algorithm

Developing a Successful InterventionВидеоPost-Launch MonitoringВидео

Module 4 Wrap-Up

Module QuizЗаданиеModule SummaryЧтениеCourse SummaryЧтение