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Foundations of AI in Healthcare · LearnSpace
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Foundations of AI in Healthcare

Курс от SkillUp
Средний≈ 8.5 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Artificial intelligence is transforming healthcare by improving diagnosis, enhancing patient care, and streamlining clinical workflows. If you’re a technologist aiming to apply your skills to healthcare challenges, or a healthcare professional eager to understand and shape the AI tools you’ll work with, this course is for you. In this course, you’ll explore the current landscape of AI in healthcare and understand the opportunities and challenges. You’ll then learn about the fundamentals of healthcare data and what makes it unique. You’ll discover why privacy, security, and ethical considerations are critical, and how regulatory frameworks influence the use of AI in medicine. You’ll learn about the machine learning workflow, including defining clinical problems, preparing data, selecting and training models, evaluating performance, deploying solutions, and monitoring results. Key features of this course are guided Jupyter labs on diabetes classification and bias detection, and a final project on liver disease detection. By the end of the course, you’ll have the foundational skills to apply machine learning responsibly, ethically, and effectively to real-world clinical challenges.

Навыки, которые вы освоите

Artificial IntelligenceAI SecurityAI IntegrationsModel TrainingData AnalysisClinical InformaticsHealth TechnologyMachine Learning MethodsHealth InformaticsModel EvaluationDecision IntelligenceHealth Insurance Portability And Accountability Act (HIPAA) ComplianceHealth DisparitiesHealth PolicyArtificial Intelligence and Machine Learning (AI/ML)Healthcare Industry Knowledge

Программа курса

4 модулей · 60 учебных материалов

01Introduction to AI in Healthcare18 материалов

Lesson 0: Welcome  

Specialization OverviewВидеоCourse IntroductionВидеоReading: Course Overview PLUGINReading: How to Make the Most of This CoursePLUGIN

Lesson 1: The Evolution of AI in Healthcare

Учитесь у экспертов

Ramesh Sannareddy

Data Engineering Subject Matter Expert

SkillUp

Преподаватель курса

Foundations of AI in Healthcare
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 8.5 ч

4 модулей

Язык: Английский

Субтитры: Венгерский

Часть программы вашего университета
AI Evolution in Medicine: From Expert Systems to Deep Learning Видео
Reading: Enablers of Modern Medical AI PLUGIN
Activity: Connect the Pieces – Enablers of Healthcare AIPLUGIN
Practice Quiz: The Evolution of AI in HealthcareЗадание

Lesson 2: Core Concepts of AI and Machine Learning

AI and ML Fundamentals for Healthcare ВидеоNeural Networks and Deep Learning in Medicine  ВидеоReading: Machine Learning Applications in Clinical PracticePLUGINPractice Quiz: Core Concepts of AI and Machine LearningЗадание

Lesson 3: AI Impact Across Clinical Workflows 

AI in Diagnostics and Clinical Decision SupportВидеоAI in Treatment and Patient CareВидеоActivity: Guiding a Hospital on AI ImplementationPLUGINPractice Quiz: AI Impact Across Clinical Workflows Задание

Lesson 4: Module Summary and Assessment 

Module Summary: Introduction to AI in HealthcareЧтениеGraded Quiz: Introduction to AI in HealthcareЗадание
02Ethics, Regulation, and Responsible AI in Healthcare 17 материалов

Lesson 1: Ethical Principles in Medical AI  

Medical Ethics in the Age of AIВидеоActivity: Navigating Medical Ethics in the Age of AIPLUGINBias, Equity, and Fairness in Healthcare AIВидеоEthical Decision-Making Frameworks for AIВидеоLab: Detecting Bias in Medical DatasetsЛабораторнаяActivity: The Hidden Bias in Your DataPLUGINPractice Quiz: Ethical Principles in Medical AI  Задание

Lesson 2: Data Privacy and Security in Healthcare  

Privacy-Preserving AI Technologies  ВидеоCybersecurity Framework for Medical AIВидеоPractice Quiz: Data Privacy and Security in Healthcare  Задание

Lesson 3: Governance and Regulation  

Reading: Global Regulatory Landscape for Medical AIPLUGINRisk Management and Quality Assurance  ВидеоReading: Regulatory Compliance Checklist   PLUGINActivity: Privacy, Cybersecurity, and Regulatory FrameworksPLUGINPractice Quiz: Governance and Regulation  Задание

Lesson 4: Module Summary and Assessment 

Module Summary: Ethics, Regulation, and Responsible AI in HealthcareЧтениеGraded Quiz: Ethics, Regulation, and Responsible AI in Healthcare Задание
03Machine Learning Applications in Healthcare 17 материалов

Lesson 1: Machine Learning Fundamentals 

ML Workflow and Healthcare ApplicationsВидеоSupervised vs Unsupervised Learning in HealthcareВидеоReading: Advanced ML Techniques for Medical DataPLUGINPractice Quiz: Machine Learning Fundamentals Задание

Lesson 2: Model Development and Evaluation 

Feature Engineering for Medical Data  ВидеоModel Validation in Healthcare Settings  ВидеоReading: Performance Metrics for Medical AI  PLUGINActivity: Detecting Sepsis Before It’s Too LatePLUGINPractice Quiz: Model Development and Evaluation Задание

Lesson 3: Implementation and Future Directions  

Clinical Decision Support Integration  ВидеоFuture of AI in HealthcareВидеоReading: Implementation Success Factors  PLUGINBuilding a Diagnostic Prediction ModelЛабораторнаяActivity: Communicating Model Performance to a ClinicianDIALOGUEPractice Quiz Implementation and Future DirectionsЗадание

Lesson 4: Module Summary and Assessment 

Module Summary: Machine Learning Applications in Healthcare  ЧтениеGraded Quiz: Machine Learning Applications in Healthcare Задание
04Final Project, Exam, and Wrap-Up8 материалов

Lesson 1: Final Project 

Reading: Final Project OverviewPLUGINFinal Project: Early Liver Disease Detection using AIВзаимная проверкаComparing Your Work Обсуждение

Lesson 2: Glossary and Final Exam 

Course Summary ВидеоReading: Course GlossaryPLUGINFinal Exam: Foundations of AI in HealthcareЗадание

Lesson 3: Course Wrap-Up 

Congratulations and Next Steps  ЧтениеTeam and Acknowledgments  Чтение