Network Activity Anomaly

The data is first loaded by into pandas dataframe. The categorical variables are encoded using LabelEncoder. Features are scaled using StandardScaler. Model training is done using Random Forest Classifier. The model is then evaluated using metrics like accuracy, precision, recall, F1-score.