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Health Data Science Foundation

Курс от University of Illinois Urbana-Champaign
Продвинутый≈ 24.2 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course is intended for persons involved in machine learning who are interested in medical applications, or vice versa, medical professionals who are interested in the methods modern computer science has to offer to their field. We will cover health data analysis, different types of neural networks, as well as training and application of neural networks applied on real-world medical scenarios. We cover deep learning (DL) methods, healthcare data and applications using DL methods. The courses include activities such as video lectures, self guided programming labs, homework assignments (both written and programming), and a large project. The first phase of the course will include video lectures on different DL and health applications topics, self-guided labs and multiple homework assignments. In this phase, you will build up your knowledge and experience in developing practical deep learning models on healthcare data. The second phase of the course will be a large project that can lead to a technical report and functioning demo of the deep learning models for addressing some specific healthcare problems. We expect the best projects can potentially lead to scientific publications.

Навыки, которые вы освоите

Artificial Neural NetworksDeep LearningMachine Learning MethodsModel EvaluationArtificial Intelligence and Machine Learning (AI/ML)Applied Machine LearningMedical Science and ResearchSupervised LearningProgram DevelopmentHealthcare Project ManagementMachine Learning AlgorithmsHealth CareMachine LearningUnsupervised LearningHealth Informatics

Программа курса

4 модулей · 46 учебных материалов

01Week 1 - Introduction9 материалов

Introduction

Welcome to this course!ВидеоAbout this courseЧтениеIntroduction: Part 1ВидеоIntroduction: Part 2Видео

Учитесь у экспертов

Jimeng Sun

Professor

Health Data Science Foundation
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Обучение на Coursera

≈ 24.2 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
Slides: IntroductionЧтение
Welcome ForumОбсуждение

Textbook

Textbook Chapter 1 (Introduction)Чтение

Quiz

IntroductionЗадание

Lab

Lab 1Программирование
02Week 2 - Health Data13 материалов

Health Data

Health Data - IntroductionВидеоHealth Data: EHR, NotesВидеоHealth Data: Claims, SignalsВидеоHealth Data: Images, Literature, DrugsВидеоSlides: Health DataЧтение

Health Data Standards

Health Data Standards: Intro & ICDВидеоHealth Data Standards: CPT, LOINC, NDCВидеоHealth Data Standards: SNOMEDВидеоHealth Data Standards: UMLSВидеоSlides: Health Data StandardsЧтение

Textbook

Textbook Chapter 2 (Health Data)Чтение

Quiz

Health Data Задание

Homework

Homework 1Программирование
03Week 3 - Machine Learning Basics15 материалов

Supervised Learning

Prediction TargetВидеоCohort ConstructionВидеоFeature ConstructionВидеоPredictive Model and EvaluationВидеоSlides: Supervised LearningЧтение

Unsupervised Learning

Dimensionality ReductionВидеоClusteringВидеоSlides: Unsupervised LearningЧтение

Evaluation Metrics

Performance MetricsВидеоClassification MetricsВидеоRegression and Clustering MetricsВидеоSlides: EvaluationЧтение

Textbook

Textbook Chapter 3 (Machine Learning Basics)Чтение

Quiz

Machine Learning BasicsЗадание

Lab

Lab 2Программирование
04Week 4 - Deep Neural Networks (DNN)9 материалов

Deep Neural Networks

Single Neuron BasicsВидеоTraining a Single Neuron: SGDВидеоForward and Backward ComputationВидеоMultilayer Neural NetworkВидеоSlides: Deep Neural NetworksЧтение

Textbook

Textbook Chapter 4 (Deep Neural Networks (DNN))Чтение

Quiz

Deep Neural NetworksЗадание

Homework

Homework 2 (Neural Network)Программирование

End of Course Survey

How was the course?PLUGIN