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Job Title | Research Student
Employer | Cleveland Clinic
Dates of Employment | Summer 2022 (May 16 - August 5)
Location | 9500 Euclid Ave, Cleveland, OH 44195
Lerner Research Institute
Lerner Research Institute
During my time at the LRI, I had the privilege of working under the direction of Joe Zein and Bo Hu on an asthma exacerbation study. The goal of this study was to classify asthma patients into two groups: whether or not they were at risk of developing asthma attacks (or exacerbations).
Using what I had learned about several different machine learning models and programming in R, this project ultimately culminated in a formal research report of my findings, which was submitted to the clinic upon the conclusion of my internship.
Machine Learning AI Development for Predicting Health Care Outcomes
Machine Learning AI Development for Predicting Health Care Outcomes
Machine Learning (ML) Models
Machine Learning (ML) Models
Logistic regression
Support Vector Machine (SVM)
Neural networks
The Elements of Statistical Learning (2nd edition)
The Elements of Statistical Learning (2nd edition)
Data Mining, Inference, and Prediction
Data Mining, Inference, and Prediction
by Trevor Hastie, Robert Tibshirani & Jerome Friedman (more info can be found here)
ch12.pdfLogistic Regression
Logistic Regression
Logistic Regression.pdfNotes taken from the chapter 12 pdf
Support Vector Machine
Support Vector Machine
Support Vector Machine.pdf
Image source: https://www.3blue1brown.com/lessons/neural-networks
Neural Networks
Neural Networks
3Blue1Brown YouTube playlist
(gradient descent, backpropagation, etc.)
Image source: https://en.wikipedia.org/wiki/3Blue1Brown
Programming in R
Programming in R
Basic data manipulation
Vector, matrix, data frame, variable type
Implement ML models in R
Sample datasets
Applications to real healthcare datasets
Applications to real healthcare datasets
Asthma exacerbation study (classification)
Paradis-rdebuts_en.pdfR Tutorials
R Tutorials
R for Beginners & list of (re)sources
R Tutorials.pdfApart from this main study, I also gained some familiarity navigating EPIC in assisting with a smaller project from Maeve MacMurdo (pulmonary medicine department).
Image source: https://en.wikipedia.org/wiki/Epic_Systems
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