Files in nredell/forecastML
Time Series Forecasting with Machine Learning Methods
.Rbuildignore
.gitattributes
.gitignore
.travis.yml
DESCRIPTION
LICENSE
LICENSE.md
NAMESPACE
R/calculate_intervals.R
R/combine_forecasts.R
R/create_skeleton.R
R/create_windows.R
R/data_buoy.R
R/data_buoy_gaps.R
R/data_seatbelts.R
R/examples/example_calculate_intervals.R
R/examples/example_combine_forecasts.R
R/examples/example_create_lagged_df.R
R/examples/example_create_windows.R
R/examples/example_fill_gaps.R
R/examples/example_plot_lagged_df.R
R/examples/example_plot_windows.R
R/examples/example_predict_train_model.R
R/examples/example_reconcile_forecasts.R
R/examples/example_return_error.R
R/examples/example_return_hyper.R
R/examples/example_train_model.R
R/fill_gaps.R
R/lagged_df.R
R/reconcile_forecasts.R
R/return_error.R
R/return_hyper.R
R/train_model.R
R/zzz.R
README.md
codecov.yml
cran-comments.md
data/data_buoy.rda
data/data_buoy_gaps.rda
data/data_seatbelts.rda
doc/combine_forecasts.html
doc/custom_functions.html
doc/grouped_forecast.html
doc/grouped_forecast_sequences.html
doc/lagged_features.html
doc/package_overview.html
forecastML.Rproj
man/calculate_intervals.Rd
man/combine_forecasts.Rd
man/create_lagged_df.Rd
man/create_skeleton.Rd
man/create_windows.Rd
man/data_buoy.Rd
man/data_buoy_gaps.Rd
man/data_seatbelts.Rd
man/figures/forecastML_logo.png
man/fill_gaps.Rd
man/plot.forecastML.Rd
man/plot.forecast_error.Rd
man/plot.forecast_model_hyper.Rd
man/plot.forecast_results.Rd
man/plot.lagged_df.Rd
man/plot.training_results.Rd
man/plot.validation_error.Rd
man/plot.windows.Rd
man/predict.forecast_model.Rd
man/reconcile_forecasts.Rd
man/residuals.Rd
man/return_error.Rd
man/return_hyper.Rd
man/summary.lagged_df.Rd
man/train_model.Rd
notebooks/Forecasting with big data - Spark and H2O.ipynb
notebooks/forecast_reconciliation/Forecast reconciliation across planning horizons - coherent weekly ML and monthly ARIMA forecasts.ipynb
notebooks/forecast_reconciliation/forecast_comparison.png
notebooks/python_sklearn_and_r_in_parallel/Forecasting with Python - scikit learn in parallel.ipynb
notebooks/python_sklearn_and_r_in_parallel/electricity_demand_final_plot.png
notebooks/python_sklearn_and_r_in_parallel/model_script.py
tests/testthat.R
tests/testthat/test_combine_forecasts.R
tests/testthat/test_create_lagged_df_grouped.R
tests/testthat/test_create_lagged_df_grouped_multi_output.R
tests/testthat/test_create_lagged_df_horizons.R
tests/testthat/test_create_lagged_df_horizons_multi_output.R
tests/testthat/test_create_lagged_df_lookback.R
tests/testthat/test_create_lagged_df_lookback_multi_output.R
tests/testthat/test_create_lagged_df_nongrouped.R
tests/testthat/test_create_skeleton.R
tests/testthat/test_create_windows.R
tests/testthat/test_cv.R
tests/testthat/test_fill_gaps.R
tests/testthat/test_reconcile_forecasts.R
tests/testthat/test_return_error.R
tests/testthat/test_return_hyper.R
tests/testthat/test_train_model.R
tools/direct_forecast_illustration.PNG
tools/features_table.png
tools/forecastML_cheat_sheet.PNG
tools/forecastML_cheat_sheet_data.PNG
tools/forecastML_cheat_sheet_model.PNG
tools/forecastML_factor_plot.png
tools/forecastML_plot.png
tools/forecasts.png
tools/forecasts_python.png
tools/lightning_example.png
tools/lightning_example_old.png
tools/multi_outcome_forecast_plot.png
tools/multi_outcome_train_plot.png
tools/sequence_forecast_level.png
tools/sequence_forecast_prob.png
tools/sequence_valid_level.png
tools/sequence_valid_prob.png
tools/sequence_windows.png
tools/validation_data_forecasts.png
tools/validation_data_forecasts_python.png
vignettes/.gitignore
vignettes/combine_forecasts.Rmd
vignettes/custom_functions.Rmd
vignettes/direct_forecast.png
vignettes/direct_forecasting.gif
vignettes/features_table.png
vignettes/forecastML_logo.png
vignettes/forecastML_plot.png
vignettes/forecast_combination_1.png
vignettes/forecast_combination_2.png
vignettes/forecast_combination_3.png
vignettes/grouped_forecast.Rmd
vignettes/lagged_features.Rmd
vignettes/multi_output_forecast.png
vignettes/package_overview.Rmd
