  In this research, we discussed a rising issue for Muslims in today world that
involves a financial and technical innovation, namely: cryptocurrencies. We
found out through a questionnaire that many Muslims are having a hard time
finding the jurisprudence rulings on certain cryptocurrencies. Therefore, the
objective of this research is to investigate and identify features that play a
part in determining the jurisprudence rulings on cryptocurrencies. We have
collected a dataset containing 106 cryptocurrencies classified into 56 Halal
and 50 Haram cryptocurrencies, and used 20 handcrafted features. Moreover,
based on these identified features, we designed an intelligent system that
contains a Machine Learning model for classifying cryptocurrencies into Halal
and Haram.
