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Release Notes

All notable changes to the machine learning experiment repository with models nn3, nn5, conv, and randomforest on the IDS2017 dataset will be documented in this file.

[Version 1.0.1] - 2023-05-18

Added

  • Initial release of the repository.
  • Modified dataset download process to use a Google Drive link for faster downloading.
  • Added logging functionality to save running progress instead of using direct print statements.
  • Updated existing codebase on models.py with the Method class, including the following methods:
    • SOFTMAX: Softmax method for classification.
    • CNN2: Convolutional Neural Network with 2 layers.
    • CNN5: Convolutional Neural Network with 5 layers.
    • NN3: Neural Network with 3 layers.
    • NN5: Neural Network with 5 layers.

Fixed

  • Removed unnecessary cells and code snippets from the Jupyter Notebook files.

Security

  • No security updates in this release.