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wassname
100 lines
3.0 KiB
Markdown
100 lines
3.0 KiB
Markdown
seq2seq-time
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==============================
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Using sequence to sequence interfaces for timeseries regression
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<img src="reports/figures/Seq2Seq for regression.png" />
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<table border="1" class="dataframe">
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<thead>
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<tr style="text-align: right;">
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<th></th>
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<th>BaselineLast</th>
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<th>RANP</th>
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<th>LSTM</th>
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<th>LSTMSeq2Seq</th>
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<th>TransformerSeq2Seq</th>
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<th>TransformerProcess</th>
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</tr>
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</thead>
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<tbody>
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<tr>
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<th>IMOSCurrentsVel</th>
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<td>1.63</td>
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<td>23.31</td>
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<td>19.44</td>
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<td>14.52</td>
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<td>46.98</td>
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<td>7.35</td>
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</tr>
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<tr>
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<th>BejingPM25</th>
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<td>1.71</td>
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<td>1.48</td>
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<td>1.41</td>
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<td>1.39</td>
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<td>2.86</td>
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<td>1.44</td>
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</tr>
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<tr>
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<th>GasSensor</th>
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<td>1.88</td>
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<td>-2.24</td>
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<td>16.40</td>
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<td>-1.53</td>
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<td>NaN</td>
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<td>0.63</td>
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</tr>
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<tr>
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<th>AppliancesEnergyPrediction</th>
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<td>1.56</td>
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<td>1.31</td>
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<td>1.94</td>
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<td>1.57</td>
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<td>2.33</td>
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<td>1.08</td>
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</tr>
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<tr>
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<th>MetroInterstateTraffic</th>
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<td>1.76</td>
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<td>-0.27</td>
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<td>-0.17</td>
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<td>-0.25</td>
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<td>4.15</td>
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<td>-0.27</td>
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</tr>
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</tbody>
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</table>
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Project Organization
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------------
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├── LICENSE
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├── Makefile <- Makefile with commands like `make data` or `make train`
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├── README.md <- The top-level README for developers using this project.
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├── data
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│ ├── interim <- Intermediate data that has been transformed.
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│ ├── processed <- The final, canonical data sets for modeling.
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│ └── raw <- The original, immutable data dump.
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│
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├── notebooks <- Jupyter notebooks. Naming convention is a number (for ordering),
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│ the creator's initials, and a short `-` delimited description, e.g.
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│ `1.0-jqp-initial-data-exploratio │
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│
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├── reports <- Generated analysis as HTML, PDF, LaTeX, etc.
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│ └── figures <- Generated graphics and figures to be used in reporting
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│
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├── requirements.txt <- The requirements file for reproducing the analysis environment, e.g.
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│ generated with `pip freeze > requirements.txt`
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│
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├── setup.py <- makes project pip installable (pip install -e .) so src can be imported
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├── seq2seq_time <- Source code for use in this project.
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│
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└── tox.ini <- tox file with settings for running tox; see tox.readthedocs.io
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--------
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<p><small>Project based on the <a target="_blank" href="https://drivendata.github.io/cookiecutter-data-science/">cookiecutter data science project template</a>. #cookiecutterdatascience</small></p>
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