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Ridge multiple lags #11

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6 changes: 5 additions & 1 deletion .gitignore
Original file line number Diff line number Diff line change
Expand Up @@ -133,4 +133,8 @@ wandb
models

# vscode
.vscode
.vscode

# data
workflow/sst_daily_19*
workflow/t2m_daily_19*
6 changes: 5 additions & 1 deletion README.md
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Expand Up @@ -31,7 +31,11 @@ Similarly, you can adapt this recipe to your deep learning workflow with a few c

The tutorial notebooks include a case study in which we attempt to predict surface temperature over US using the SST over Pacific. We use processed ERA5 fields to perform data-driven forecasts. More details about the data can be found in this [README.md](./data/README.md).

Before playing with these notebooks, please make sure that you have all the dependent packages installed. You can simply install the dependencies by go to this repo and run the following command:
Before playing with these notebooks, please make sure that you have all the dependent packages installed. For example, create a new environment with Python >3.8 and <3.11.
```sh
conda create -n s2scookbook python=3.10
```
You can simply install the dependencies by going to this repo and run the following command:
```sh
pip install .
```
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1 change: 1 addition & 0 deletions setup.cfg
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Expand Up @@ -19,6 +19,7 @@ install_requires =
tqdm
wandb
xarray
s2spy

[options.packages.find]
include = src, src.*
3,078 changes: 1,576 additions & 1,502 deletions workflow/comp_pred_ridge_and_LSTM.ipynb

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4,482 changes: 2,061 additions & 2,421 deletions workflow/pred_temperature_LSTM.ipynb

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1,886 changes: 927 additions & 959 deletions workflow/pred_temperature_autoencoder.ipynb

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46 changes: 24 additions & 22 deletions workflow/pred_temperature_ridge.ipynb

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