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.

翻译：在这项研究中,我们讨论了当今世界穆斯林面临的一个涉及财政和技术创新的问题,即:加密。我们通过问卷调查发现,许多穆斯林人很难找到关于某些加密的判例裁决,因此,这项研究的目的是调查和查明在确定关于加密的判例裁决中发挥作用的特征。我们收集了一个数据集,其中包含106个加密数据,分为56个哈拉尔和50个哈拉姆加密,并使用了20个手工艺特征。此外,根据这些已查明的特征,我们设计了一个智能系统,其中包含一个将密码输入哈拉尔和哈拉姆的机器学习模型。