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Artificial Intelligence for Breast Cancer Detection · LearnSpace
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Artificial Intelligence for Breast Cancer Detection

Курс от Johns Hopkins University
Средний≈ 14.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

The objective of this course is to provide students the knowledge of artificial intelligence processing approaches to breast cancer detection. Students will take quizzes and participate in discussion sessions to reinforce critical concepts conveyed in the modules. Reading assignments, including journal papers to understand the topics in the modules, will be provided. The course is designed for students who are interested in the career of product development using artificial intelligence and would like to know how AI can be applied to mammography. The course content is focused on the AI processing paradigm along with the domain knowledge of breast imaging. This course approach is unique, providing students a broad perspective of AI, rather than homing in on a particular implementation method. Students who complete this course will not only leverage the knowledge into an entry level job in the field of artificial intelligence but also perform well on projects because their thorough understanding of the AI processing paradigm.

Навыки, которые вы освоите

MammographyMedical ImagingArtificial IntelligenceModel TrainingArtificial Neural NetworksMachine LearningBayesian NetworkEpidemiologyModel EvaluationOncologyDeep LearningImage AnalysisApplied Machine LearningMachine Learning MethodsAI Product Strategy

Программа курса

4 модулей · 57 учебных материалов

01Introduction to Breast Cancer and Breast Imaging 16 материалов

Welcome to Artificial Intelligence for Breast Cancer Detection

Instructor Introductions and Course OverviewВидео

Breast Cancer Introduction

Introduction to Breast Cancer and Breast ImagingВидеоACR Breast Cancer VideoPLUGINBI-RADS Summary VideoPLUGIN

Учитесь у экспертов

Chung-Fu Chang

Adjunct Faculty

Emily Ambinder

Assistant Professor

Artificial Intelligence for Breast Cancer Detection
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Обучение на Coursera

≈ 14.8 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
Breast Cancer and Breast Imaging IntroductionЗадание

Breast Cancer Screening

Overview of Breast Cancer ScreeningВидеоBreast Cancer Screening Guidelines VideoPLUGINBreast Cancer ScreeningЗадание

Breast Cancer Diagnostics

Diagnostic Breast Cancer ImagingВидеоPaper on Magnification ViewsЧтениеDiagnostic Breast ImagingЗадание

Breast Imaging Outcome Metrics

Outcome MetricsВидеоACR Outcome Metrics ЧтениеROC Curves ExplainedPLUGINOutcome MetricsЗаданиеBreast Imaging Fundamentals for AI ApplicationsDIALOGUE
02Introduction of Artificial Intelligence 12 материалов

History of Artificial Intelligence Introduction

History of Artificial IntelligenceВидео History of Artificial IntelligenceЗаданиеSuccess and Challenges of DNNОбсуждение

AI Training and Test

AI Training and TestВидеоAlgorithm Training and TestЗаданиеProcessing ParadigmОбсуждение

Parametric and Non-Parametric Model

Parametric and Non-parametric ModelingВидеоParametric and Non-parametric ModelingЗаданиеModeling ApproachesОбсуждение

Classification Assessment Metrics

Classification Assessment MetricsВидеоAssessment MetricsЗаданиеFeature Effectiveness MeasurementОбсуждение
03Mammographic Abnormalities 16 материалов

Benign Appearing Calcifications

Typically Benign CalcificationsВидеоBenign Calcifications ReadingЧтениеCalcification Video ЧтениеBreast Imaging: CalcificationsPLUGINBenign CalcificationsЗадание

Suspicious Calcifications

Suspicious CalcificationsВидеоDuctal Carcinoma In SituЧтениеFinish Calcification Video ЧтениеBreast Imaging: CalcificationsPLUGINSuspicious CalcificationsЗадание

Benign Appearing Masses

Benign Appearing MassesВидеоBenign Breast TumoursЧтениеBenign MassesЗадание

Suspicious Masses

Suspicious Appearing MassesВидеоBreast Cancer ReadingЧтениеSuspicious MassesЗадание
04AI Applications to Breast Cancer Detection13 материалов

Building Classifier

Building ClassifierВидеоBuilding ClassifierЗаданиеValue-added ToolОбсуждение

Bayesian Neural Networks

Bayesian Neural NetworkВидеоBayesian Neural NetworkЗаданиеBayesian Neural Network ЧтениеInnovation of BNNОбсуждение

Convolutional Neural Networks

Convolutional Neural NetworkВидеоConvolutional Neural NetworkЗаданиеInnovation of CNNОбсуждение

Applications of AI to Breast Cancer Detection

Applications to Breast Cancer DetectionВидеоApplications to Breast Cancer DetectionЗаданиеFuture AI ApplicationsОбсуждение