CSCI 5622: Machine Learning Project

This page will cover all aspects of the CSCI 5622: Machine Learning final project. The project is meant to showcase various machine learning techniques, and will oftentimes apply techniques that may not perfectly fit the datasets. I will compare and contrast many different machine learning applications while in the discovery phase, and opine on the pros and cons of each method. As the project nears completion, I will be selecting methods I deem most appropriate, and work to complete the ultimate project goal of predicting streamflow of the Colorado River.

Navigate to the introduction page to begin!

• ✅ Introduction
• ✅ Data Prep
• ✅ PCA
• ✅ Clustering
• ✅ ARM
• ✅ Regression
• ✅ Naive Bayes
• ✅ Decision Trees
• 🟡 Support Vector Machines
• 🟡 Model Ensembles
• ❌ Conclusions