Flavia Giammarino's repositories
deep-tcn-tensorflow
TensorFlow implementation of DeepTCN model for probabilistic time series forecasting with temporal convolutional networks.
tcan-tensorflow
TensorFlow implementation of TCAN model for multivariate time series forecasting with sparse attention mechanisms.
time-gan-tensorflow
TensorFlow implementation of TimeGAN model for synthetic time series generation with generative adversarial networks.
lstm-fcn-pytorch
PyTorch implementation of LSTM-FCN model for univariate time series classification.
nbeats-tensorflow
TensorFlow implementation of N-BEATS model for univariate time series forecasting.
lstnet-tensorflow
TensorFlow implementation of LSTNet model for multivariate time series forecasting.
encdec-ad-tensorflow
TensorFlow implementation of EncDec-AD model for multivariate time series anomaly detection with LSTM-based encoder-decoder.
brits-tensorflow
TensorFlow implementation of BRITS model for multivariate time series imputation with bidirectional recurrent neural networks.
probcast-tensorflow
TensorFlow implementation of ProbCast model for probabilistic time series forecasting with generative adversarial networks.
stanford-hypoglycemia-forecasting
A machine learning model for week-ahead hypoglycemia prediction from continuous glucose monitoring data.
inception-time-pytorch
PyTorch implementation of InceptionTime model for multivariate time series classification.
usrl-mts-pytorch
PyTorch implementation of unsupervised causal CNN encoder with triplet loss for time series representation learning.
stanford-tide-dashboard
Continuous glucose monitoring dashboard for algorithm-enabled prioritizations of patients with type 1 diabetes.
ecg-classification
PyTorch implementation of FCN and LSTM-FCN models for ECG classification