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Instructions for smart contract
Instructions for smart contract
 
 
data
data
 
 
fetch_data
fetch_data
 
 
loss_values_window_applied_transformers
loss_values_window_applied_transformers
 
 
normal_transsformermodel_results
normal_transsformermodel_results
 
 
predictions
predictions
 
 
saved_plots
saved_plots
 
 
README.md
README.md
 
 
Term Project Endterm Final.pdf
Term Project Endterm Final.pdf
 
 
Term Project midterm.pdf
Term Project midterm.pdf
 
 
The Evolution of Transformer Models for Long-Term Forecasting _ by Zain ul Abideen _ Medium.pdf
The Evolution of Transformer Models for Long-Term Forecasting _ by Zain ul Abideen _ Medium.pdf
 
 
accuracy_check.ipynb
accuracy_check.ipynb
 
 
blog_TimeMixer_ Exploring the Latest Model in Time Series Forecasting _ by Marco Peixeiro _ Jul, 2024 _ Towards Data Science.pdf
blog_TimeMixer_ Exploring the Latest Model in Time Series Forecasting _ by Marco Peixeiro _ Jul, 2024 _ Towards Data Science.pdf
 
 
epoch_loss_log_window_FEDFormer_model_six_months_nifty.txt
epoch_loss_log_window_FEDFormer_model_six_months_nifty.txt
 
 
epoch_loss_log_window_FEDFormer_model_six_months_nifty_weekly.txt
epoch_loss_log_window_FEDFormer_model_six_months_nifty_weekly.txt
 
 
epoch_loss_log_window_informer_model_one_year.txt
epoch_loss_log_window_informer_model_one_year.txt
 
 
epoch_loss_log_window_itransformer_model_one_year.txt
epoch_loss_log_window_itransformer_model_one_year.txt
 
 
epoch_loss_log_window_itransformer_model_six_months_nifty.txt
epoch_loss_log_window_itransformer_model_six_months_nifty.txt
 
 
epoch_loss_log_window_itransformer_model_six_months_nifty_weekly.txt
epoch_loss_log_window_itransformer_model_six_months_nifty_weekly.txt
 
 
iTransformer_ The Latest Breakthrough in Time Series Forecasting _ by Marco Peixeiro _ Towards Data Science.pdf
iTransformer_ The Latest Breakthrough in Time Series Forecasting _ by Marco Peixeiro _ Towards Data Science.pdf
 
 
informer_and_itransformer.py
informer_and_itransformer.py
 
 
loss_plot_ensemble_whole_dataset.ipynb
loss_plot_ensemble_whole_dataset.ipynb
 
 
loss_plot_for_whole_dataset.ipynb
loss_plot_for_whole_dataset.ipynb
 
 
loss_plot_for_window.ipynb
loss_plot_for_window.ipynb
 
 
nifty_window_with_PatchTST.ipynb
nifty_window_with_PatchTST.ipynb
 
 
normal_transformer_model.ipynb
normal_transformer_model.ipynb
 
 
plotting_predictions.ipynb
plotting_predictions.ipynb
 
 
prediction_using_window_method_informer_model_one_year.csv
prediction_using_window_method_informer_model_one_year.csv
 
 
prediction_using_window_method_itransformer_model_one_year.csv
prediction_using_window_method_itransformer_model_one_year.csv
 
 
prediction_using_window_method_itransformer_model_six_months_nifty_weekly.csv
prediction_using_window_method_itransformer_model_six_months_nifty_weekly.csv
 
 
single_window_itransformer_ensemble.py
single_window_itransformer_ensemble.py
 
 
window_normal_transformer_hindal.ipynb
window_normal_transformer_hindal.ipynb
 
 
window_normal_transformer_rel.ipynb
window_normal_transformer_rel.ipynb
 
 
window_normal_transformer_sbin.ipynb
window_normal_transformer_sbin.ipynb
 
 
window_normal_transformer_tata.ipynb
window_normal_transformer_tata.ipynb
 
 
window_normal_transformer_tcs.ipynb
window_normal_transformer_tcs.ipynb
 
 
window_with_FEDFormer.ipynb
window_with_FEDFormer.ipynb
 
 
window_with_FEDFormer_weekly.ipynb
window_with_FEDFormer_weekly.ipynb
 
 
window_with_TimeMixer.ipynb
window_with_TimeMixer.ipynb
 
 
window_with_informer.ipynb
window_with_informer.ipynb
 
 
window_with_informer.py
window_with_informer.py
 
 
window_with_itransformer.ipynb
window_with_itransformer.ipynb
 
 
window_with_itransformer.py
window_with_itransformer.py
 
 
window_with_itransformer_weekly.ipynb
window_with_itransformer_weekly.ipynb
 
 

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Smart-Contract-Development-on-Blockchain-using-Time-Series-Forecasting

Time Series Forecasting with Variants of Transformer Models

Using iTransformer model

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Time Series Forecasting with Variants of Transformer Models

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