seq2seq-time

Using sequence to sequence interfaces for timeseries regression

  <th>MetroInterstateTraffic</th>
  <td>1.76</td>
  <td>-0.27</td>
  <td>-0.17</td>
  <td>-0.25</td>
  <td>4.15</td>
  <td>-0.27</td>
</tr>

	BaselineLast	RANP	LSTM	LSTMSeq2Seq	TransformerSeq2Seq	TransformerProcess
IMOSCurrentsVel	1.63	23.31	19.44	14.52	46.98	7.35
BejingPM25	1.71	1.48	1.41	1.39	2.86	1.44
GasSensor	1.88	-2.24	16.40	-1.53	NaN	0.63
AppliancesEnergyPrediction	1.56	1.31	1.94	1.57	2.33	1.08

Project Organization

├── LICENSE
├── Makefile           <- Makefile with commands like `make data` or `make train`
├── README.md          <- The top-level README for developers using this project.
├── data
│   ├── interim        <- Intermediate data that has been transformed.
│   ├── processed      <- The final, canonical data sets for modeling.
│   └── raw            <- The original, immutable data dump.
│
├── notebooks          <- Jupyter notebooks. Naming convention is a number (for ordering),
│                         the creator's initials, and a short `-` delimited description, e.g.
│                         `1.0-jqp-initial-data-exploratio    │
│
├── reports            <- Generated analysis as HTML, PDF, LaTeX, etc.
│   └── figures        <- Generated graphics and figures to be used in reporting
│
├── requirements.txt   <- The requirements file for reproducing the analysis environment, e.g.
│                         generated with `pip freeze > requirements.txt`
│
├── setup.py           <- makes project pip installable (pip install -e .) so src can be imported
├── seq2seq_time       <- Source code for use in this project.
│
└── tox.ini            <- tox file with settings for running tox; see tox.readthedocs.io

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Project based on the cookiecutter data science project template. #cookiecutterdatascience