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.
This course is part of the AI in Healthcare Specialization
About this Course
Nigam ShahAcademic Director, AI in Healthcare Specialization; Associate Professor
Syllabus - What you will learn from this course
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%
TOP REVIEWS FROM AI IN HEALTHCARE CAPSTONE
There are 9 peer review tasks, but they are not obligate ;)
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 !
The quality of peer review exercises was good and the content of the reading material was well understood
Amazing experience, such in depth learning to understand how to approach data problems in healthcare settings and where they can actually be of benefit.
About the AI in Healthcare Specialization
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