 Emily Cooke
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81a4ed143d
Fix (again) formatting of README project organization
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4 years ago |
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Emily Cooke
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92cd8f88fd
Fix formatting of README project organization
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4 years ago |
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Emily Cooke
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1edf9852ff
Correct false confirmation of conda environment creation.
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4 years ago |
 emilycooke
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f78cb40bec
Switch license from MIT to Apache 2.0
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4 years ago |
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emilycooke
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17551cc7d2
Download energy prediction data from the Internet, since we cannot include ISO NE raw data in our package.
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4 years ago |
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emilycooke
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f73b13eca1
Change workflow for weather prediction: use model tuned on all features to test feature subset performance during feature selection. Also, reduce number of hidden nodes tested in both models.
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4 years ago |
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emilycooke
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7e7dce5b9f
Fix formatting of README.
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4 years ago |
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emilycooke
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878f1a5925
Update README with true project directory.
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4 years ago |
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emilycooke
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ca75b2228f
Fix bugs: cross-sectional data features are correctly lagged by 1 hour; energy data no longer shuffled; outlier feature does not include target information; and weekend feature is formulated properly. Add full commentary to train_model scripts to explain neural network training code.
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4 years ago |
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emilycooke
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647852b5d7
Remove text "reports" and figures from repository.
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4 years ago |
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emilycooke
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0deb044694
Remove change that was in progress but not ready for commit (data shifting).
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4 years ago |
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emilycooke
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61f6a949e1
Reorganize notebook sequence to make more sense. Add comments to explain more steps/decisions in the code.
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4 years ago |
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emilycooke
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33bd36089c
Fix learning rate and num of epochs for energy model training. Remove root transformation on features. Include validation data for feature selection.
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4 years ago |
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emilycooke
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b740bbb9fd
Fix bugs with forward and backward recursive feature selection search, and make selection process verbose.
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4 years ago |
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emilycooke
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0acf76a694
Add scikit-learn package to energy-prediction requirements. No longer support for Windows.
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4 years ago |
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emilycooke
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e4bb7e42e8
Add zipping and unzipping raw data files to Makefile. Include compressed raw data.
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4 years ago |
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emilycooke
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e470d32d14
Create data/ and model/ directories needed for code to save output.
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4 years ago |
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emilycooke
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526cfc3466
Remove Cookiecutter elements that will not be used.
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4 years ago |
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emilycooke
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2cb580ca8c
Improve internal documentation (code and notebooks) and include results (plots and outputs) for both models.
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4 years ago |
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emilycooke
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b75c0370e9
Working version of load prediction model.
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4 years ago |
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emilycooke
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1369f70f9e
Clean up weather model code.
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4 years ago |
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emilycooke
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89ad9e894b
Put weather model in separate subdirectory.
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4 years ago |
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emilycooke
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f7ed57e354
Add regularization and remove batching from model architecture. Convert model metric to RMSE and un-normalize for relevant units. Fix bug where integrated data was not ordered in Unix.
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4 years ago |
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emilycooke
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bb3f4e0b3f
Fix some linting errors and update notebook file paths.
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4 years ago |
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emilycooke
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b1953743ab
Make compatible with Linux platform. Customize Makefile. Fix bug where target variable was given as a predictor.
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4 years ago |
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emilycooke
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9e0fda01ac
Initial commit. Working version of wind speed prediction model.
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4 years ago |
