Financial models (fynance.models)

Several financial models — deep learning, econometric and statistical architectures.

Attention

Scaled dot-product and multi-head attention modules for Transformer-based architectures.

Attention
Econometric models

Time-series models: MA, ARMA, ARMA-GARCH, ARMAX-GARCH.

Econometric models
Neural network models

Multi-layer perceptron and base class for PyTorch neural network models.

Neural network models
Recurrent neural networks

RNN, GRU and LSTM models with walk-forward training support.

Recurrent neural networks
Rolling models

Walk-forward evaluation wrappers for time-series models.

Rolling models