├── Bike-Sharing-Prediction.ipynb ├── Data ├── bikeSharing_submission.csv ├── sampleSubmission.csv ├── test.csv └── train.csv ├── Final_Presentation.pdf ├── Final_Report.pdf ├── Images ├── cv_and_stacking.vsd ├── ppt │ ├── 2017-INFOGRAPHICS-35-MILLION_1024.png │ ├── Capital-Bikeshare-e1444318009664.jpg │ ├── Map_1200_Feb21_v2.png │ ├── bike-share-660.jpg │ ├── capital-bikeshare-logo-250.jpg │ ├── citibike-logo.jpg │ ├── dc.png │ ├── decobike-miamibeach-logo.jpg │ ├── decobike-sandiego-logo.jpg │ ├── divvy-bikeshare-logo.jpg │ ├── images.jpg │ ├── indego-bike-share-station-at-race-street-pier-emma-lee-whyy.0.0.1199.574.752.361.c.jpg │ ├── nice-ride-minnesota-logo.jpg │ ├── showcase-phones.png │ └── springboard-logo-dark@2x.png ├── results │ ├── coeff_comparison_linear_models.png │ ├── coeff_stacking_lreg.png │ ├── est_error_weight_ab.png │ ├── feature_importance_ab.png │ ├── feature_importance_gb1.png │ ├── feature_importance_gb2.png │ ├── feature_importance_rf1.png │ ├── feature_importance_rf2.png │ ├── feature_importance_rf3.png │ ├── feature_importance_stack_gb.png │ ├── feature_importance_stack_rf.png │ ├── heatmap.png │ ├── holiday_barplot.png │ ├── holiday_boxplot.png │ ├── hour_and_casual_line.png │ ├── hour_and_day_line.png │ ├── hour_and_working_day_line.png │ ├── hyperparam_tuning_rf1.png │ ├── hyperparam_tuning_rf2.png │ ├── hyperparam_tuning_rf3.png │ ├── missing_data.png │ ├── month_working_day_bar.png │ ├── pred_vs_actual_lasso.png │ ├── pred_vs_actual_lr.png │ ├── pred_vs_actual_rf1.png │ ├── pred_vs_actual_rf2.png │ ├── pred_vs_actual_rf3.png │ ├── pred_vs_actual_ridge.png │ ├── regression_plots.png │ ├── rmsle_summary.png │ ├── season_barplot.png │ ├── season_boxplot.png │ ├── temperature_barplot.png │ ├── temperature_scatter.png │ ├── train_test_time_summary.png │ ├── tree_rf1.png │ ├── weather_barplot.png │ ├── weather_boxplot.png │ ├── working_day_barplot.png │ └── working_day_boxplot.png ├── tree_gb1.dot ├── tree_gb1.png ├── tree_rf1.dot ├── tree_rf1.png ├── tree_rf3.dot └── tree_rf3.png ├── README.md └── Reports ├── 1_Proposal.ipynb ├── 2_Data_Wrangling.ipynb ├── 3_Data_Story.ipynb ├── 4_EDA.ipynb ├── 5_Milestone_Report.ipynb ├── 6_Modeling.ipynb ├── Final_Presentation.pptx └── Final_Report.docx /Bike-Sharing-Prediction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shashankvmaiya/Bike-Sharing-Demand-Prediction/HEAD/Bike-Sharing-Prediction.ipynb -------------------------------------------------------------------------------- /Data/bikeSharing_submission.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shashankvmaiya/Bike-Sharing-Demand-Prediction/HEAD/Data/bikeSharing_submission.csv -------------------------------------------------------------------------------- /Data/sampleSubmission.csv: 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