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@@ -19,7 +19,7 @@ After that, some functions are used to give the user the ability to use time win
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  ![Model](https://github.com/databloom-ai/LLM-LSTM/blob/main/LSTEnergy/model.png?raw=true)
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- The first models created are a simple baseline model, used for evaluating the performance of the later on built LTSM model. The baseline model simply shifts the values by t=1. Hence,
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  there is no t=0 and each timestamp uses the value from t-1.
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  Finally, there's the 2-layer plain vanilla LSTM. After 11 epochs, I reached a loss of 10.86 which is rather mediocre. However, the main idea here is to build a basic forecasting model
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  for which this seems appropriate.
 
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  ![Model](https://github.com/databloom-ai/LLM-LSTM/blob/main/LSTEnergy/model.png?raw=true)
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+ The first models created are a simple baseline model, used for evaluating the performance of the later on built LSTM model. The baseline model simply shifts the values by t=1. Hence,
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  there is no t=0 and each timestamp uses the value from t-1.
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  Finally, there's the 2-layer plain vanilla LSTM. After 11 epochs, I reached a loss of 10.86 which is rather mediocre. However, the main idea here is to build a basic forecasting model
25
  for which this seems appropriate.