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Feature ml models#19

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raIIe wants to merge 8 commits intodevelopmentfrom
feature_ml_model
Open

Feature ml models#19
raIIe wants to merge 8 commits intodevelopmentfrom
feature_ml_model

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@raIIe raIIe commented Feb 13, 2026

Bachelor Thesis: A Hybrid Approach to Improve Frequency-Based I/O Analysis with Machine Learning

Implemented machine-learning models to further explore analysis of I/O behavior: hybrid-model (Transformer + LSTM), ARIMA and SARIMA.

raIIe and others added 8 commits May 12, 2025 19:16
Update with changes from development
Final commit containing:
-PositionalEncoding module for the hybrid model
-custom Bandwidth dataset for uniform handling of the data for the hybrid model
- the hybrid model
-the training and prediction methods for the hybrid model
-helper spectral loss method
-extract method, mainly based FTIO's core
- train arima method, which is essenially the main entrypoint for training and forecasting using the ARIMA and SARIMA models
Small bug fix in machine_learning models
added test cases
added documentation and examples in the form of mark down document
applied code style
Refactored files into directories
changed broken import to proper directory
removed trailing widespaces for style
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