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Computer Vision and Sequence Analysis in Machine Learning · LearnSpace
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Computer Vision and Sequence Analysis in Machine Learning

Курс от Cleveland Clinic
Средний≈ 16.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course explores the foundational and applied aspects of machine learning techniques used to analyze image and time-series data, with a focus on healthcare applications. Learners will gain hands-on experience in designing models that detect brain tumors from MRI scans and predict clinical events such as sepsis onset using patient vital signs. You’ll also gain exclusive insights from a now-retired, globally recognized pioneer in medical technology—whose decades-long career shaped the field and who now shares hard-earned wisdom to inspire and guide the next generation of innovators. This course is ideal for: • Healthcare professionals (e.g., clinicians, nurses, administrators) looking to understand how AI and machine learning can enhance patient care and operational efficiency. • Data scientists and analysts working in or transitioning to the healthcare industry. • Students and researchers in fields like biomedical engineering, public health, or health informatics who want a practical introduction to ML in clinical contexts. • Healthcare innovators and tech entrepreneurs aiming to build or evaluate AI-driven healthcare solutions.

Навыки, которые вы освоите

Data StructuresTransfer LearningHealth InformaticsModel EvaluationApplied Machine LearningMarkov ModelPredictive ModelingConvolutional Neural NetworksBiomedical Engineering

Программа курса

4 модулей · 29 учебных материалов

01Computer Vision: Images and the Shape of Their Data6 материалов

All About Images and Their Data

What Sets Images ApartВидеоCourse SyllabusЧтениеShape of DataВидео

A Witness to Dramatic Changes in Technology

Journey Through 50 Years of Changing TechnologyВидео

Учитесь у экспертов

Ghaith Habboub, MD

Assistant Professor, Director of Spine Research, Director of Intelligent Spine Analytics

Computer Vision and Sequence Analysis in Machine Learning
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Обучение откроется на Coursera
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Обучение на Coursera

≈ 16.4 ч

4 модулей

Язык: Английский

Часть программы вашего университета
Seeing the Shape: How Image Data Influences Machine LearningDIALOGUE
Module 1 AssessmentЗадание
02Building Blocks of Computer Vision9 материалов

CNNS and Their Datasets

Convolutional Neural NetworkВидеоComputer Vision Refresher and a Working CNN ExampleВидеоCNN Working Example, Part 2ВидеоComputer Vision CNNПрограммирование

All About Transfer Learning

Defining Transfer LearningВидеоA Transfer Learning ExampleВидеоComputer Vision Transfer LearningПрограммирование

Segmenting and Interpreting Data

Segmentation and InterpretabilityВидеоModule 2 AssessmentЗадание
03Sequence Analysis Part 1: Time Series 6 материалов

Learning from the Past: Time Series Forecasting with Deep Neural Networks

Time Series AnalysisВидео1D Convolutional and Recurrent Neural NetworksВидео

Applying Time Series Analysis to Human Activity Data

Time Series Example Part 1: Human Activity DatasetВидеоTime Series Example Part 2: Human Activity DatasetВидеоTime Series Human ActivityПрограммированиеModule 3 AssessmentЗадание
04Sequence Analysis Part 2: State Transitions8 материалов

Advanced Sequence Analysis: State Transitions and Feature Extractions in Time Series

State Transition in Time SeriesВидеоRobust Principal Component AnalysisВидеоEnduring Power of Certain TechnologiesВидео

Detecting Change Over Time: RPCA and Hidden Markov Models in Healthcare Data

Preparing for the Upcoming Applied Sequence AnalysisВидеоSequence Analysis DatasetВидеоDiagnosing with Confidence: A Computer Vision ConsultationDIALOGUERPCA and Hidden MarkovПрограммированиеModule 4 AssessmentЗадание