neural_network_for_predicting_geomagnetic_field_time_series

Описание

Research of modern neural network-based algorithms for time series prediction using geomagnetic field variation data as an example

2.52 MiB

README

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Python92,7%
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МБ
alimscide
create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl
25 апр 2026, 12:59
Верифицирован
25 апр 2026, 12:59e0bc60b

models

create: lstm_gpu_model.h5, lstm_scaler.pkl, IMG_20260326_185611_932.jpg, IMG_20260326_185611_542.jpg, code.py, update: README.md

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results

create: lstm_gpu_model.h5, lstm_scaler.pkl, IMG_20260326_185611_932.jpg, IMG_20260326_185611_542.jpg, code.py, update: README.md

3 месяца назад

README.md

create: lstm_gpu_model.h5, lstm_scaler.pkl, IMG_20260326_185611_932.jpg, IMG_20260326_185611_542.jpg, code.py, update: README.md

3 месяца назад

code.py

create: lstm_gpu_model.h5, lstm_scaler.pkl, IMG_20260326_185611_932.jpg, IMG_20260326_185611_542.jpg, code.py, update: README.md

3 месяца назад

metrics.csv

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

model_GRU.h5

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

model_LSTM.h5

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

model_N-BEATS.h5

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

model_TCN.h5

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

report.txt

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

requirements.txt

update: requirements.txt

3 месяца назад

run.py

create: run.py

2 месяца назад

scaler_GRU.pkl

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

scaler_LSTM.pkl

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

scaler_N-BEATS.pkl

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

scaler_TCN.pkl

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

Вывод.rtf

create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl

2 месяца назад

README.md

neural_network_for_predicting_geomagnetic_field_time_series

Описание

Языки

МБalimscidecreate: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl 25 апр 2026, 12:59Верифицирован25 апр 2026, 12:59e0bc60b

МБ
alimscide
create: metrics.csv, report.txt, Вывод.rtf, metrics.csv, model_GRU.h5, model_LSTM.h5, model_N-BEATS.h5, model_TCN.h5, scaler_GRU.pkl, scaler_LSTM.pkl, scaler_N-BEATS.pkl, scaler_TCN.pkl
25 апр 2026, 12:59
Верифицирован
25 апр 2026, 12:59e0bc60b