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add exp 007 with different seeds (#218)
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# Training models with different seeds | ||
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Want to see the effect or training a model with different seeds. | ||
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We can see that the results for different seeds can vary by 0.5%, | ||
and some models being better at different time horizons than others | ||
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## Experiments | ||
- seed 1 - [miszfep5](https://wandb.ai/openclimatefix/india/runs/miszfep5) | ||
- seed 2 - [cxshv2q4](https://wandb.ai/openclimatefix/india/runs/cxshv2q4) | ||
- seed 3 - [m46wdrr7](https://wandb.ai/openclimatefix/india/runs/m46wdrr7) | ||
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These were trained with 1000 batches, and 300 batches for validation | ||
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## Results | ||
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| Timestep | s1 MAE % | s2 MAE % | s3 MAE % | | ||
| --- | --- | --- | --- | | ||
| 0-0 minutes | 0.066 | 0.061 | 0.066 | | ||
| 15-15 minutes | 0.064 | 0.058 | 0.064 | | ||
| 30-45 minutes | 0.065 | 0.060 | 0.063 | | ||
| 45-60 minutes | 0.066 | 0.060 | 0.063 | | ||
| 60-120 minutes | 0.063 | 0.060 | 0.063 | | ||
| 120-240 minutes | 0.063 | 0.063 | 0.065 | | ||
| 240-360 minutes | 0.064 | 0.066 | 0.065 | | ||
| 360-480 minutes | 0.065 | 0.066 | 0.066 | | ||
| 480-720 minutes | 0.067 | 0.066 | 0.065 | | ||
| 720-1440 minutes | 0.068 | 0.068 | 0.066 | | ||
| 1440-2880 minutes | 0.071 | 0.072 | 0.071 | | ||
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![](mae_steps.png "mae_steps") | ||
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![](mae_all_steps.png "mae_steps") |