In recent times, it has been witnessed that the current monkeypox 2022 viral outbreak has become a major worry on a worldwide scale. The Monkeypox virus, an Orthopox virus species, is what causes Monkeypox, a pathogenic organism. Several people have been unwell as a result of the extensive epidemic of the recently identified disease, which has even been related to deaths. The disease's effects on a sufferer might last for up to three or four weeks. In people, monkeypox often manifests as a quasi-paroxysmal stage that is accompanied by either characteristic dermatitis that takes 5–21 days to develop usually 6–13 days. The detection and management of patients suspected of having monkeypox in 2022 may be accomplished using the Deep learning approach described in this research, which also uses the Deep learning tool. After a preliminary evaluation of risk factors, symptoms, and indicators, patients are recognized as possibly exposed or infected. Consideration should be given to isolation and smallpox vaccination as a kind of thread prevention patients who have been exposed. Providers must put on personal protective equipment right once and segregate patients if they have an infected patient. Healthcare professionals are required to notify public health authorities of suspected and confirmed instances in both people and animals. The dataset also in this has been taken from the Kaggle repository. The Deep learning model also has derived the highest accuracy of 99.11% followed by a classification report and confusion matrix.