This capstone project takes you on a guided tour exploring all the concepts we have covered in the different classes up till now. We have organized this experience around the journey of a patient who develops some respiratory symptoms and given the concerns around COVID19 seeks care with a primary care provider. We will follow the patient's journey from the lens of the data that are created at each encounter, which will bring us to a unique de-identified dataset created specially for this specialization. The data set spans EHR as well as image data and using this dataset, we will build models that enable risk-stratification decisions for our patient. We will review how the different choices you make -- such as those around feature construction, the data types to use, how the model evaluation is set up and how you handle the patient timeline -- affect the care that would be recommended by the model. During this exploration, we will also discuss the regulatory as well as ethical issues that come up as we attempt to use AI to help us make better care decisions for our patient. This course will be a hands-on experience in the day of a medical data miner.
Este curso forma parte de Programa especializado: AI in Healthcare
Acerca de este Curso
Nigam ShahAcademic Director, AI in Healthcare Specialization; Associate Professor
Programa - Qué aprenderás en este curso
Getting Started, Phase 1: Data Collection
Phase 2: Model Training Part 1
Phase 3: Model Training Part 2
Phase 4: Model Evaluation
- 5 stars75,21 %
- 4 stars18,80 %
- 3 stars4,27 %
- 2 stars1,70 %
Principales reseñas sobre AI IN HEALTHCARE CAPSTONE
There are 9 peer review tasks, but they are not obligate ;)
Really enjoy the Capstone projects with wonderful peer-reviewing. Would recommend.
Getting AI specialization Stanford University is very amazing and effective to start your AI careers. Thank you for all Stanford university lecturers, Thank you Coursera for everything !
Nicely Framed and Executed in a simple language so anyone can catch up earliest.
Acerca de Programa especializado: AI in Healthcare
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Is this activity accredited for Continuing Medical Education (CME)?
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