This lite chrome plugin aims to detect phishing websites and warn the user. It is built with a objective of privacy, so that the user browsing data need not collected for classification. The classification is done on the client side with one-time download of classifier model.
Dataset: UCI Repository
Technique: Random Forest Classifier
Python3.7
sklearn==0.19.2
numpy==1.15.0
liac-arff==2.2.2
F1 score: 0.905
Links to few phishing sites: PDF, PhishTank
Intelligent phishing website detection using random forest classifier