Machine Learning Projects

Regression, Classification, Measurement of the Accuracy of a model, Reinforcement Learning and Deep Learning.

For more detailed information, please refer to my GitHub 

Health Care System

Outcome: Develop a web application on health care, doctors can keep track of patients by their names and ID numbers, along with their medical history ( their family history, medications (if any), pre-existing conditions, number of doctor visits). Patients can access and update their personal information(contact information, address)  and retrieve their medical history.

Technology: Front end: HTML5/CSS3/AngularJS/Bootstrap. Back end: object-oriented. Programming language: Java. Framework: Spring Boot. Database: MySQL

For more detailed information, please refer to my GitHub

Improvement of Classification in Credit Default

Outcome: Design a new method to improve the prediction accuracy by applying NP-Umbrella algorithm to random forest, it leads to an 11% precision improvement when compared with random forest for classification of credit default.

Technology: Machine learning models, NP-umbrella

For more detailed information, please refer to my GitHub

Panda Go -- Bus Booking System

Outcome: Develop a web application for bus booking. Users can sign in/ sign up to the system, and they can customize their trip, for instance, they can set the date and time, choose the bus and so on.

Technology: Front end: HTML5/CSS3/AngularJS/Bootstrap. Back end: object-oriented. Programming language: Java. Framework: Spring Boot. Database: MySQL

For more detailed information, please refer to my GitHub