Machine Learning

Assignment 1 - COVID-19 7 days cases prediction on 225 countries

• Multi-Regression to predict the COVID-19 7 days cases on 225 different countries.

Google Colab Notebook - Training
Assignment 1 report

Assignment 2 - COVID-19 30 days mortality prediction

• a Neural Network Classification model to predict 30-day mortality on 612 patients.
• Features: the electronic health record(EHR) of patients.

Google Colab Notebook - Training
Assignment 2 report

Assignment 3 - COVID-19 30 days mortality prediction on Chext X-ray Images

• Utilize Transfer Learning with Convolutional Neural Network to predict 30-day mortality on 612 patients.
• Features: the Chest X-ray images of patients.

Google Colab Notebook - Training

Bonus Assignment: Combine assignment 2 & 3 to predict 30 days mortality

Google Colab Notebook - Training
Assignment 3 report

Final Project: Prediction on your Myers-Bregg Typical Indicator

• Built a 16 Classes Classification Model to predict the MBTI personalities using texts or posts of people
• Implement Natural Language Processing (NLP) in data preprocessing.

Google Colab Notebook - Training
Final Project report
Final Presentation Slide