/Machine-Learning-Nanodegree

Udacity - Machine Learning Nanodegree Assignments. Capstone Project uses a number of supervised and unsupervised machine learning models to predict a patient's risk of readmission to a hospital.

Primary LanguageJupyter Notebook

Machine Learning Nanodegree Assignments

By Ihsaan Patel

Description

  • boston_housing is a project that uses a decision tree to predict housing prices in Boston.

  • customer_segments is a project that uses dimensionality reduction (PCA) and unsupervised learning (Gaussian Mixture Model) to create customer segments for a business.

  • smartcab is a project that uses reinforcement learning to build a self-driving car in a simulated environment.

  • student_intervention is a project that uses a support vector machine to predict at risk students.

  • titanic_survival_exploration is a project that predicts Titanic survivors through exploration and filtering.

  • capstone_project is a project that predicts hospital readmission rates using a number of models and feature engineering techniques