climate-analytics

Refer to docs on how to use git for this project before pushing changes!

List of Tasks:

1. Collaboration Tech Refresher
   • Git/GitHub
   • IDE
2. Dataset Preprocessing
   • U.S. focus
   • By county/state by day/month
   • Cloud integration?
3. Evaluation Framework
   • Standardize input/output
   • Calculate accuracy, precision, recall, etc.
4. Prediction Models
   • Simple models (Logistic Regression, NB Classifier)
   • Robust model (SARIMA Anomaly Detection)
   • Parameter optimization
5. Tableau Visualization
   • Disaster sub-type selection and dynamic visualizations
   • U.S. drill down map
     • Temperature
     • Disaster Occurrences
   • Trend and anomaly graphs
   • Precision-Recall curve
   • ROC curve
   • Accuracy metrics
   • Tableau Public

Important Links

Project Drive (accessible with GT email)
Course Website
Project Guidelines

Deliverables

(GT email login required)

Project Proposal
Project Proposal Presentation
Project Progress Report
Project Final Dashboard
Project Dashboard Demo Project Final Report

Important Dates

Feb 19 - Teams Formed
Mar 12 - Proposal Document and Presentation
Apr 02 - Progress Report
Apr 23 - Poster Presentation and Final Report