Project information
- Category: Machine Learning
- Domain: Health Care
- Skills: Python, ML Libraries like Scikit Learn, Pandas, Numpy
- Project date: November, 2022
- Project URL: Predicting the length of stay of patients
Business Challenge
- The project's goal is to analyze historical patient data to improve hospital resource management, which includes identifying available rooms, estimating patient numbers, and predicting age groups that are likely to require hospitalization.
- It will optimize hospital resources effectively and suggest hospital management by maintaining its infrastructure for admitting patients. It will give the results of where we can accommodate the newly admitted patients without making them wait in the hospital.
- The intent to choose this project is that there were not enough hospital beds available during the pandemic, resulting in a high number of deaths. The project will assist hospital administrators in better-managing resources, including during normal operating hours.
- The project demonstrates proficiency in solving multiclass classification problems with various machine learning models and analyzing cost-benefit trade-offs with programming languages like Python and libraries like SciKit Learn.