https://github.com/ajinkyat/av_student_hunt
2nd place solution for AV student hunt time series forecasting problem statement
https://github.com/ajinkyat/av_student_hunt
Last synced: about 1 month ago
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2nd place solution for AV student hunt time series forecasting problem statement
- Host: GitHub
- URL: https://github.com/ajinkyat/av_student_hunt
- Owner: ajinkyaT
- Created: 2018-10-21T08:39:07.000Z (over 6 years ago)
- Default Branch: master
- Last Pushed: 2018-10-21T12:20:14.000Z (over 6 years ago)
- Last Synced: 2025-02-16T17:56:20.643Z (4 months ago)
- Language: Python
- Size: 149 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# AV Student Hunt: Time Series Forecasting
#### 2nd place solution for AV student hunt time series forecasting problem statement
### Packages used:
pandas 0.20.1
numpy 1.12.1
scikit-learn 0.19.0
statsmodel 0.8.0
### Instructions:
1) Folder Data contains train.csv and test.csv
2) eda_plots.py is used for EDA and identifying outliers
3) Final Model_Tweedie Regression.py is used for final modelling process in which Tweedie regression is used as a ML model.
4) Final Submission Tweedie.csv is the final submission of predictions on test dataset.
### Resources:
[A Note on Tweedie](https://www.r-bloggers.com/a-note-on-tweedie/)
[Tweedie Distribution: Definition and Examples](https://www.statisticshowto.datasciencecentral.com/tweedie-distribution/)
[Tweedie distribution](https://en.wikipedia.org/wiki/Tweedie_distribution)