Final Plots for the research
Fine-tuning models 20% data
Fine-tuning models 70% data
LSTM 128 - loss 0.0046 - val_loss 0.0097
LSTM 128 - loss 0.0051 - val_loss 0.0114
Training models on 20% of the data
Training models on 70% of the data
Transformer-256-8-8ffdim-0.0069val_loss
Transformer_model_correct
plots_for_specific_buildings
transformer multiple blocks
transformer-Adam-4ff_dim-4blocks-8heads-T 0.019502valloss
transformer-SGD-4ff_dim-4blocks-8heads-T 0.019502valloss
transformer_128ffdim_0.028test_loss
Basic_modeling_of_the_data.ipynb
Data Transformation Pipeline.ipynb
Exploring_ashrae_dataset_.ipynb
FINAL -- LSTM approach with added weekends.ipynb
FINAL -- LSTM approach_ADAM.py
FINAL -- LSTM approach_SGD.py
Final -- GRU approach_Adam.py
Final -- RNN approach_Adam.ipynb
Final -- Transformer approach_Adam.py
Final -- Transformer approach_SGD.py
Final--LSTM approach--.ipynb
Fine-tuning our models and creating final plots.ipynb
LSTM per hour 0.83% .ipynb
Operations done on test_df.ipynb
Training our models and creating final plots.ipynb
Trying--LSTM_approach.ipynb
analyzing our building data.ipynb
data_for_finetuning_models_over_15_epochs.py
data_for_training_models_from_scratch.py
our_chosen_building_data.ipynb
testing_models_with_correct_transformations.py
to_open_jupyter_using_google_colab.cmd
trying Transformers for timeseries.py
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