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MVP:

Plot heatmap of correaltion for better visualization:

  • Plotting the correlation matrix of the dataset

Screen Shot 2021-12-15 at 11 38 03 PM

Attack Category:

  • The name of each attack category. In this data set, there are total nine categories of attack and normal is non-attack.
  • In train data most occured attack data categories are "Generic", "Exploits", Fuzzers", "DoS" and "Reconnaissance"

Screen Shot 2021-12-15 at 11 40 30 PM

Baseline Modeling Result:

LogisticRegression:

Accuracy:

  • Traning Score: 0.7865
  • Validation Score: 0.7855

Precision:

  • Traning Score: 0.8395
  • Validation Score: 0.8386

Recall:

  • Traning Score: 0.9669
  • Validation Score: 0.9679

Confusion Matrix

image