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Dataset and Instructions

Instructions http://kdd.ics.uci.edu/databases/kddcup99/task.html

Download Dataset at http://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html

References

Source Algorithm Source Link implemented Link Remarks
TensorFlow Neural Network Modeling Official_doc colab_file More to be done, eg. RNN, CNN, etc.
Kaggle_docs Random_Forest kaggle_kernel code/RandomForest.ipynb Correctness of the implementation need to be verified.
TowardsDataScience Classifying imbalanced dataset link - for reference only
KDNuggets Feature Selection link - For reference
KDNuggets Evaluation Matrices link - For reference
Github LIME link code/MultinomialNB.ipynb For explaining predictions
Medium Feature Selection using Covariance link - For feature reduction

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Analysis of Network Intrusion Detection

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