About this Specialization
This specialisation is for learners with experience in programming that are interested in expanding their skills in applying deep learning in Electronic Health Records and with a focus on how to translate their models into Clinical Decision Support Systems. The main areas that would explore are: Data mining of Clinical Databases: Ethics, MIMIC III database, International Classification of Disease System and definition of common clinical outcomes. Deep learning in Electronic Health Records: From descriptive analytics to predictive analytics Explainable deep learning models for healthcare applications: What it is and why it is needed Clinical Decision Support Systems: Generalisation, bias, ‘fairness’, clinical usefulness and privacy of artificial intelligence algorithms.
| From | University of Glasgow via Coursera |
|---|---|
| Hours | 81 |
| Instructor | Fani Deligianni |
| Language | English |
| Subjects | Science Data Science Programming |
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Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Learning Services $59k
Computer Vision, Deep Learning Engineer $67k
Computer Vision & Deep Learning Engineer $67k
Deep Clean Sales Specialist $76k
Deep clean specialist $76k
Deep Learning Research Scientist $86k
Deep Learning Research Engineer $88k
Research Scientist - Deep Learning $91k
Senior Learning Specialist, Learning and Development $102k
Deep Learning R&D Engineer $127k
Learning Assitant $142k
Deep Submergence Systems Program Manager $157k
Courses in this Specialization
Listed in the order in which they should be taken
| Starts | Course Information | |
|---|---|---|
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Jun |
Data mining of Clinical Databases - CDSS 1 This course will introduce MIMIC-III, which is the largest publicly Electronic Health Record (EHR) database available to benchmark machine learning algorithms. In particular, you... Coursera | University of Glasgow |
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Jun |
Deep learning in Electronic Health Records - CDSS 2 Overview of the main principles of Deep Learning along with common architectures. Formulate the problem for time-series classification and apply it to vital signals such as ECG.... Coursera | University of Glasgow |
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Jun |
Explainable deep learning models for healthcare - CDSS 3 This course will introduce the concepts of interpretability and explainability in machine learning applications. The learner will understand the difference between global, local,... Coursera | University of Glasgow |
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Jun |
Clinical Decision Support Systems - CDSS 4 Machine learning systems used in Clinical Decision Support Systems (CDSS) require further external validation, calibration analysis, assessment of bias and fairness. In this... Coursera | University of Glasgow |
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Jun |
This course is a capstone assignment requiring you to apply the knowledge and skill you have learnt throughout the specialization. In this course you will choose one of the areas... Coursera | University of Glasgow |
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| From | University of Glasgow via Coursera |
|---|---|
| Hours | 81 |
| Instructor | Fani Deligianni |
| Language | English |
| Subjects | Science Data Science Programming |
Careers
An overview of related careers and their average salaries in the US. Bars indicate income percentile (33rd - 99th).
Learning Services $59k
Computer Vision, Deep Learning Engineer $67k
Computer Vision & Deep Learning Engineer $67k
Deep Clean Sales Specialist $76k
Deep clean specialist $76k
Deep Learning Research Scientist $86k
Deep Learning Research Engineer $88k
Research Scientist - Deep Learning $91k
Senior Learning Specialist, Learning and Development $102k
Deep Learning R&D Engineer $127k
Learning Assitant $142k
Deep Submergence Systems Program Manager $157k
Similar Courses
Sorted by relevance
