├── .gitattributes ├── 9781484271490.jpg ├── Ch03_Earthquake_database.csv ├── Ch05_Sunspots_database.csv ├── Chapter 01 - Models For Forecasting.ipynb ├── Chapter 02 - Model Evaluation for Forecasting.ipynb ├── Chapter 03 - The AR Model.ipynb ├── Chapter 04 - The MA Model.ipynb ├── Chapter 05 - The ARMA Model.ipynb ├── Chapter 06 - The ARIMA Model.ipynb ├── Chapter 07 - The SARIMA Model.ipynb ├── Chapter 08 - The SARIMAX Model.ipynb ├── Chapter 09 - The VAR Model.ipynb ├── Chapter 10 - The VARMAX Model.ipynb ├── Chapter 11 - The Linear Regression.ipynb ├── Chapter 12 - The Decision Tree.ipynb ├── Chapter 13 - The kNN Model.ipynb ├── Chapter 14 - The Random Forest.ipynb ├── Chapter 15 - Gradient Boosting with XGBoost and LigthGBM.ipynb ├── Chapter 16 - Neural Networks.ipynb ├── Chapter 17 - RNNs using SimpleRNN and GRU.ipynb ├── Chapter 18 - LSTMs.ipynb ├── Chapter 19 - Facebook's Prophet.ipynb ├── Chapter 20 - Amazon's DeepAR.ipynb ├── Contributing.md ├── LICENSE.txt ├── README.md └── errata.md /.gitattributes: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/.gitattributes -------------------------------------------------------------------------------- /9781484271490.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/9781484271490.jpg -------------------------------------------------------------------------------- /Ch03_Earthquake_database.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Ch03_Earthquake_database.csv -------------------------------------------------------------------------------- /Ch05_Sunspots_database.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Ch05_Sunspots_database.csv -------------------------------------------------------------------------------- /Chapter 01 - Models For Forecasting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 01 - Models For Forecasting.ipynb -------------------------------------------------------------------------------- /Chapter 02 - Model Evaluation for Forecasting.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 02 - Model Evaluation for Forecasting.ipynb -------------------------------------------------------------------------------- /Chapter 03 - The AR Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 03 - The AR Model.ipynb -------------------------------------------------------------------------------- /Chapter 04 - The MA Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 04 - The MA Model.ipynb -------------------------------------------------------------------------------- /Chapter 05 - The ARMA Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 05 - The ARMA Model.ipynb -------------------------------------------------------------------------------- /Chapter 06 - The ARIMA Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 06 - The ARIMA Model.ipynb -------------------------------------------------------------------------------- /Chapter 07 - The SARIMA Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 07 - The SARIMA Model.ipynb -------------------------------------------------------------------------------- /Chapter 08 - The SARIMAX Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 08 - The SARIMAX Model.ipynb -------------------------------------------------------------------------------- /Chapter 09 - The VAR Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 09 - The VAR Model.ipynb -------------------------------------------------------------------------------- /Chapter 10 - The VARMAX Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 10 - The VARMAX Model.ipynb -------------------------------------------------------------------------------- /Chapter 11 - The Linear Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 11 - The Linear Regression.ipynb -------------------------------------------------------------------------------- /Chapter 12 - The Decision Tree.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 12 - The Decision Tree.ipynb -------------------------------------------------------------------------------- /Chapter 13 - The kNN Model.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 13 - The kNN Model.ipynb -------------------------------------------------------------------------------- /Chapter 14 - The Random Forest.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 14 - The Random Forest.ipynb -------------------------------------------------------------------------------- /Chapter 15 - Gradient Boosting with XGBoost and LigthGBM.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 15 - Gradient Boosting with XGBoost and LigthGBM.ipynb -------------------------------------------------------------------------------- /Chapter 16 - Neural Networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 16 - Neural Networks.ipynb -------------------------------------------------------------------------------- /Chapter 17 - RNNs using SimpleRNN and GRU.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 17 - RNNs using SimpleRNN and GRU.ipynb -------------------------------------------------------------------------------- /Chapter 18 - LSTMs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 18 - LSTMs.ipynb -------------------------------------------------------------------------------- /Chapter 19 - Facebook's Prophet.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 19 - Facebook's Prophet.ipynb -------------------------------------------------------------------------------- /Chapter 20 - Amazon's DeepAR.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Chapter 20 - Amazon's DeepAR.ipynb -------------------------------------------------------------------------------- /Contributing.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/Contributing.md -------------------------------------------------------------------------------- /LICENSE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/LICENSE.txt -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/README.md -------------------------------------------------------------------------------- /errata.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Apress/advanced-forecasting-python/HEAD/errata.md --------------------------------------------------------------------------------