├── .gitignore ├── 5 Levels of Difficulty - Bayesian Gaussian Random Walk with PyMC3 and Theano.ipynb ├── First Bayesian State Space Model with PyMC3.ipynb ├── Forecasting new COVID19 cases in Portugal using Gaussian Processes.ipynb ├── README.md ├── The First Step in Bayesian Time Series— Linear Regression.ipynb └── data ├── UKdriversKSI.txt └── owid-covid-data20210120.csv /.gitignore: -------------------------------------------------------------------------------- 1 | .ipynb_checkpoints 2 | 3 | -------------------------------------------------------------------------------- /5 Levels of Difficulty - Bayesian Gaussian Random Walk with PyMC3 and Theano.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisroque/bayesian_time_series/HEAD/5 Levels of Difficulty - Bayesian Gaussian Random Walk with PyMC3 and Theano.ipynb -------------------------------------------------------------------------------- /First Bayesian State Space Model with PyMC3.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisroque/bayesian_time_series/HEAD/First Bayesian State Space Model with PyMC3.ipynb -------------------------------------------------------------------------------- /Forecasting new COVID19 cases in Portugal using Gaussian Processes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisroque/bayesian_time_series/HEAD/Forecasting new COVID19 cases in Portugal using Gaussian Processes.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisroque/bayesian_time_series/HEAD/README.md -------------------------------------------------------------------------------- /The First Step in Bayesian Time Series— Linear Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisroque/bayesian_time_series/HEAD/The First Step in Bayesian Time Series— Linear Regression.ipynb -------------------------------------------------------------------------------- /data/UKdriversKSI.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisroque/bayesian_time_series/HEAD/data/UKdriversKSI.txt -------------------------------------------------------------------------------- /data/owid-covid-data20210120.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/luisroque/bayesian_time_series/HEAD/data/owid-covid-data20210120.csv --------------------------------------------------------------------------------