This repository covers all project materials of University of Pennsylvania MSSP 608 Practical Machine Learning.
Project 1 - LendingClub.ipynb: use decision tree classifier to predict loan acceptance.
Project 2 - LendingClub Optimization.ipynb: use feature engineering and parameter tuning to optimize the model.
Project 3 - Sentiment Analysis.ipynb: use Natural Language Processing (NLP) for sentiment prediction.
Project 4 - Unsupervised Ml.ipynb: use unsupervised dimensionality reduction and unsupervised clustering.
Project 5 - Fairness Auditing.ipynb: use false positive and false negative rates to examine model fairness.