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dsci_525_group25's Introduction

Predicting daily rainfall in NSW, Australia

A group project as to fullfill requirement for web and cloud computing course

Overview

Build and deploy ensemble machine learning models in the cloud to predict daily rainfall in Australia on a large dataset (~6 GB), where features are outputs of different climate models, and the target is the actual rainfall observation.

Dataset

The data dump contains modeled and observed daily rainfall data over NSW, Australia, spanning 1889 to 2014.

Useful link

Contributing

Interested in contributing? Check out the contributing guidelines. Please note that this project is released with a Code of Conduct. By contributing to this project, you agree to abide by its terms.

Contributors

This project was developed by the following Master of Data Science program candidates at the University of the British Columbia:

License

This project was created by Anupriya, Mahmoodur, Venessa and Zheren. It is licensed under the terms of the MIT License.

dsci_525_group25's People

Contributors

zherenxu avatar anupriya-sri avatar imtvwy-mds avatar imtvwy avatar

Forkers

hatefr

dsci_525_group25's Issues

Milestone 3 Feedback

Setup EMR cluster: 25/25

Setup browser, jupyter, connect to master node: 25/25

Develop a ML model: 25/25

Obtain best hyperparameter settings using Spark’s Mlib: 20/20

Submission instructions: 5/5

Well done guys!

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