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Awesome example, thank you @mdbartos #1. Doesn't the shingle size determine the time decay - how much of the past data to use defined by this rolling window? So, why...
You are brilliant. After I fine tuned with 3600 steps, I got less than .05 loss. The test dataset is also now giving **lot better answers** compared to ground truth...