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Internet of Things (IoT) refers to the widespread use of distributed intelligent objects equipped with various components such as captors, activators, and processors that interact in private, public, and professional environments without requiring human intervention. The growing quantity and popularity of these distributed smart objects have made them extremely vulnerable to malicious attacks. A significant volume of research works has been proposed to address security issues in IoT. For instance, various kinds of techniques have been integrated to make IoT environments more secure, including authentication, access, cryptography, and data integrity. Actually, Intrusion Detection Systems (IDS) is a powerful security tool that can be upgraded by using Machine Learning (ML) and Deep Learning (DL) algorithms. They were developed to improve standard performance metrics, like accuracy (ACC), recall, and precision …