The models are trained on the dataset as described in this paper: https://github.com/hbrouwer/dbc2021rerps/releases
And are tested on the dataset described in this Paper: https://github.com/hbrouwer/dbc2019rerps/releases
To load the data, you need :
- A recent version of Python 3, with recent versions of:
- pandas
To run the code for linear regression model, you need:
- A recent version of Python 3, with recent versions of:
- pandas
- numpy
- matplotlib
- sklearn
To run the code for CNN model, you need:
- A version of Python 3.9.5, with tensorflow 2.10 as a kernel and recent versions of:
- pandas
- numpy
- matplotlib
- sklearn
- tensorflow
- keras
- future
- CUDA Toolkit 11.8
- cuDNN SDK 8.6.0
Resources for installing Tensorflow supported with GPU can be found in the links below:
- Setting Up CUDA, CUDNN, Keras, and TensorFlow on Windows 11 for GPU Deep Learning: https://www.youtube.com/watch?v=OEFKlRSd8Ic&t=1181s
- Install TensorFlow with pip: https://www.tensorflow.org/install/pip