Informed Clinical Decision Making using Deep Learning

بواسطة: Coursera

Overview

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.

Syllabus

Course 1: Data mining of Clinical Databases - CDSS 1
- Offered by University of Glasgow . This course will introduce MIMIC-III, which is the largest publicly Electronic Health Record (EHR) ... Enroll for free.

Course 2: Deep learning in Electronic Health Records - CDSS 2
- Offered by University of Glasgow . Overview of the main principles of Deep Learning along with common architectures. Formulate the problem ... Enroll for free.

Course 3: Explainable deep learning models for healthcare - CDSS 3
- Offered by University of Glasgow . This course will introduce the concepts of interpretability and explainability in machine learning ... Enroll for free.

Course 4: Clinical Decision Support Systems - CDSS 4
- Offered by University of Glasgow . Machine learning systems used in Clinical Decision Support Systems (CDSS) require further external ... Enroll for free.

Course 5: Capstone Assignment - CDSS 5
- Offered by University of Glasgow . This course is a capstone assignment requiring you to apply the knowledge and skill you have learnt ... Enroll for free.

Courses

Taught by

Fani Deligianni

Informed Clinical Decision Making using Deep Learning
الذهاب الي الدورة

Informed Clinical Decision Making using Deep Learning

بواسطة: Coursera

  • Coursera
  • مدفوعة
  • الإنجليزية
  • متاح شهادة
  • متاح في أي وقت
  • intermediate
  • N/A
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