├── .gitignore ├── .travis.yml ├── LICENSE ├── README.md ├── autocorrelation-learning-example.ipynb ├── requirements.txt ├── setup.py ├── tests ├── features │ └── test_irregular_prediction.py ├── layers │ ├── test_input_lstm_layer.py │ ├── test_lstm_layer.py │ ├── test_multi_layer_perceptron.py │ ├── test_output_lstm_layer.py │ └── test_regression_layer.py └── trainer │ └── test_automated_training_monitor.py ├── timeflow-examples.ipynb └── timeflow ├── __init__.py ├── features ├── __init__.py └── irregular_prediction.py ├── layers ├── __init__.py ├── input_lstm_layer.py ├── lstm_layer.py ├── multi_layer_perceptron.py ├── nn_layer.py ├── output_lstm_layer.py └── regression_layer.py ├── placeholders ├── __init__.py └── prediction.py ├── trainer ├── __init__.py └── automated_training_monitor.py └── utils ├── __init__.py ├── autocorr.py ├── metrics.py └── plotting.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/.gitignore -------------------------------------------------------------------------------- /.travis.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/.travis.yml -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/README.md -------------------------------------------------------------------------------- /autocorrelation-learning-example.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/autocorrelation-learning-example.ipynb -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/requirements.txt -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/setup.py -------------------------------------------------------------------------------- /tests/features/test_irregular_prediction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/tests/features/test_irregular_prediction.py -------------------------------------------------------------------------------- /tests/layers/test_input_lstm_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/tests/layers/test_input_lstm_layer.py -------------------------------------------------------------------------------- /tests/layers/test_lstm_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/tests/layers/test_lstm_layer.py -------------------------------------------------------------------------------- /tests/layers/test_multi_layer_perceptron.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/tests/layers/test_multi_layer_perceptron.py -------------------------------------------------------------------------------- /tests/layers/test_output_lstm_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/tests/layers/test_output_lstm_layer.py -------------------------------------------------------------------------------- /tests/layers/test_regression_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/tests/layers/test_regression_layer.py -------------------------------------------------------------------------------- /tests/trainer/test_automated_training_monitor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/tests/trainer/test_automated_training_monitor.py -------------------------------------------------------------------------------- /timeflow-examples.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow-examples.ipynb -------------------------------------------------------------------------------- /timeflow/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/__init__.py -------------------------------------------------------------------------------- /timeflow/features/__init__.py: -------------------------------------------------------------------------------- 1 | from irregular_prediction import * 2 | -------------------------------------------------------------------------------- /timeflow/features/irregular_prediction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/features/irregular_prediction.py -------------------------------------------------------------------------------- /timeflow/layers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/layers/__init__.py -------------------------------------------------------------------------------- /timeflow/layers/input_lstm_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/layers/input_lstm_layer.py -------------------------------------------------------------------------------- /timeflow/layers/lstm_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/layers/lstm_layer.py -------------------------------------------------------------------------------- /timeflow/layers/multi_layer_perceptron.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/layers/multi_layer_perceptron.py -------------------------------------------------------------------------------- /timeflow/layers/nn_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/layers/nn_layer.py -------------------------------------------------------------------------------- /timeflow/layers/output_lstm_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/layers/output_lstm_layer.py -------------------------------------------------------------------------------- /timeflow/layers/regression_layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/layers/regression_layer.py -------------------------------------------------------------------------------- /timeflow/placeholders/__init__.py: -------------------------------------------------------------------------------- 1 | import prediction 2 | -------------------------------------------------------------------------------- /timeflow/placeholders/prediction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/placeholders/prediction.py -------------------------------------------------------------------------------- /timeflow/trainer/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/trainer/__init__.py -------------------------------------------------------------------------------- /timeflow/trainer/automated_training_monitor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/trainer/automated_training_monitor.py -------------------------------------------------------------------------------- /timeflow/utils/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/utils/__init__.py -------------------------------------------------------------------------------- /timeflow/utils/autocorr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/utils/autocorr.py -------------------------------------------------------------------------------- /timeflow/utils/metrics.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/utils/metrics.py -------------------------------------------------------------------------------- /timeflow/utils/plotting.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/abhishekmalali/TimeFlow/HEAD/timeflow/utils/plotting.py --------------------------------------------------------------------------------