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fix docs
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@tcuongd
tcuongd committed Oct 18, 2024
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145 changes: 22 additions & 123 deletions docs/_docs/diagnostics.md
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Expand Up @@ -455,135 +455,34 @@ for params in all_params:
tuning_results = pd.DataFrame(all_params)
tuning_results['rmse'] = rmses
print(tuning_results)
```
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```

changepoint_prior_scale seasonality_prior_scale rmse
0 0.001 0.01 0.757694
1 0.001 0.10 0.743399
2 0.001 1.00 0.753387
3 0.001 10.00 0.762890
4 0.010 0.01 0.542315
5 0.010 0.10 0.535546
6 0.010 1.00 0.527008
7 0.010 10.00 0.541544
8 0.100 0.01 0.524835
9 0.100 0.10 0.516061
10 0.100 1.00 0.521406
11 0.100 10.00 0.518580
12 0.500 0.01 0.532140
13 0.500 0.10 0.524668
14 0.500 1.00 0.521130
15 0.500 10.00 0.522980

```python
# Python
best_params = all_params[np.argmin(rmses)]
print(best_params)
```

{'changepoint_prior_scale': 0.1, 'seasonality_prior_scale': 0.1}

Alternatively, parallelization could be done across parameter combinations by parallelizing the loop above.


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