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AI Technologies in Healthcare · LearnSpace
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AI Technologies in Healthcare

Курс от SkillUp
Средний≈ 10.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Artificial intelligence is redefining healthcare by improving diagnosis, accelerating research, and supporting clinical decision-making. This course explores how advanced AI technologies such as natural language processing (NLP), generative AI, and computer vision transform medical practice, data analysis, and patient care. You’ll learn how NLP extracts insights from clinical notes, how generative models produce structured medical content and decision support recommendations, and how computer vision powers diagnostic imaging and multimodal AI applications. Throughout the course, you’ll engage in guided, hands-on labs that bridge theory with real-world application. You will use Jupyter Notebook files in a Google Colab environment to complete the labs. Your learning journey culminates in a final project where you’ll build an end-to-end system that demonstrates practical and ethical use of AI in healthcare. By the end, you’ll be ready to design impactful AI solutions that enhance care delivery and innovation in healthcare.

Навыки, которые вы освоите

Multimodal PromptsGenerative AI AgentsHealth SystemsModel EvaluationLLM ApplicationData AnalysisHealth Information ManagementAI IntegrationsArtificial Intelligence and Machine Learning (AI/ML)Jupyter

Программа курса

4 модулей · 59 учебных материалов

01Natural Language Processing for Clinical Data22 материалов

Welcome

Course IntroductionВидеоCourse OverviewЧтениеReading: How to Make the Most of this CoursePLUGINSpecialization OverviewВидео

Lesson 1: Introduction to NLP in Healthcare

Учитесь у экспертов

Ramesh Sannareddy

Data Engineering Subject Matter Expert

SkillUp

Преподаватель курса

AI Technologies in Healthcare
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 10.9 ч

4 модулей

Язык: Английский

Субтитры: Венгерский

Часть программы вашего университета
Foundations of NLP in HealthcareВидео
Transformer Architectures in Healthcare NLPВидео
Reading: Natural Language Processing in Clinical PracticePLUGIN
Lab: Text Preprocessing for Clinical NotesЧтение
Activity: Applying NLP to Solve Healthcare ChallengesPLUGIN
NLP Foundations and Transformer Models in HealthcareDIALOGUE
Practice Quiz: Introduction to NLP in HealthcareЗадание

Lesson 2: Clinical Information Extraction and Application

Advanced Information Extraction from Clinical NarrativesВидеоMedical Coding and Classification with NLPВидеоNLP-Powered Clinical Decision Support SystemsВидеоLab: Automated Clinical Documentation SystemЧтениеReading: Automated Medical Coding: Methods and Clinical ImplementationPLUGINLab: Clinical Information Extraction PipelineЧтениеActivity: Role Play: Managing Clinical NLP Systems in Healthcare WorkflowsDIALOGUEPractice Quiz: Clinical Information Extraction and ApplicationЗаданиеExploring NLP in Healthcare ApplicationsDIALOGUE

Lesson 3: Module Summary and Assessment

Reading: Module Summary: Natural Language Processing for Clinical Data PLUGINGraded Quiz: Natural Language Processing for Clinical DataЗадание
02Generative AI for Medical Content and Decision Support16 материалов

Lesson 1: Foundations of Generative AI for Medicine

Introduction to LLMs and Prompt Engineering for Medical AI SystemsВидеоFine-Tuning LLMs for Healthcare ApplicationsВидеоReading: Large Language Models in Medicine: Opportunities and ChallengesPLUGINExploring Large Language Models and Prompt Engineering for Medical AI SystemsDIALOGUEActivity: Guiding a Clinician to Improve Patient Instructions DIALOGUEPractice Quiz: Foundations of Generative AI for MedicineЗадание

Lesson 2: Transforming Clinical Reporting and Patient Interaction

AI-Generated Radiology and Pathology ReportsВидеоClinical Decision Support with Generative AIВидеоReading: Evaluation and Validation of AI-Generated Medical ContentPLUGINLab: Medical Report Generation SystemЧтениеHealthcare Chatbots and Virtual AssistantsВидеоLab: Patient Education ChatbotЧтение

Lesson 4: Module Summary and Assessment

Reading: Module Summary: Generative AI for Medical Content and Decision SupportPLUGINGraded Quiz: Generative AI for Medical Content and Decision SupportЗадание
03Computer Vision and Multimodal AI in Medical Imaging 13 материалов

Lesson 1: Advanced Medical Image Classification

Deep Learning Architectures for Medical ImagingВидеоMulti-Modal Medical Image AnalysisВидеоReading: Deep Learning in Medical Imaging: Current State and Future DirectionsPLUGINActivity: The Imaging Innovation ChallengePLUGINPractice Quiz: Advanced Medical Image ClassificationЗадание

Lesson 2: Medical Image Segmentation, Detection and Multimodal Integration

Advanced Segmentation Techniques in Medical ImagingВидеоReal-Time Medical Image Analysis and MonitoringВидеоReading: Performance Metrics and Validation in Medical Image SegmentationPLUGINMultimodal AI: Combining Imaging, Text, and Clinical DataВидеоExploring Computer Vision and Multimodal AI in Healthcare DiagnosticsDIALOGUEPractice Quiz: Medical Image Segmentation, Detection and Multimodal IntegrationЗадание

Lesson 3: Module Summary and Assessment

Reading: Module Summary: Computer Vision and Multimodal AI in Medical ImagingPLUGINGraded Quiz: Computer Vision and Multimodal AI in Medical ImagingЗадание
04Final Project, Final Exam, and Wrap-up8 материалов

Final Project

Reading: Final Project OverviewPLUGINFinal Project: Generative AI-based Medical Chatbot ApplicationВзаимная проверкаComparing Your WorkОбсуждение

Glossary and Final Exam

Course SummaryВидеоCourse GlossaryPLUGINFinal Exam: AI Technologies in HealthcareЗадание

Course Wrap-Up

Congratulations and Next StepsЧтениеTeam and AcknowledgmentsЧтение
Exploring Generative AI for Clinical Reporting and Patient EngagementDIALOGUE
Practice Quiz: Transforming Clinical Reporting and Patient InteractionЗадание