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EECS 731 - Project 5: Time Series

Grant Gollier

Dataset

The dataset contains product demand over a span of several years and came from here on Kaggle. I will try to include it in the repository, but if Github doesn't let me upload it just download the dataset and rename the csv to Historical_Product_Demand.csv and place it in the data directory.

Analysis

Overall, I think my results were pretty good. However, both models I tried didn't do a great job of handling outliers which I guess is to be expected since those are most likely due to demand spikes that wouldn't be due to date alone, but maybe some other outside factor such as a sale or ad campaign. To see a more indepth discussion please look at the Time Series Notebook.

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