**12. Conclusion**

Malware can infect any type of file, including images. Image file types that are most likely to be infected with malware are BMP, JPEG, PNG, and GIF. Additionally, malware can get into image files by being embedded in the image itself during the creation process. If you are using images in your marketing campaign or on your website, you need to make sure they are safe. Check your images to make sure they do not contain any malicious software. If you end up with an infected image, you could put your company's systems at risk. If you are unsure if an image is malicious, you can upload it to a website like VirusTotal. This service will scan the image for malware. This is the best way to make sure your images are safe.

Many photos are transmitted by e-mail and social media, which may be hiding a specific threat. Through the analysis that we have done in this study, we can reduce the dangers of malware hidden behind those images, using artificial intelligence techniques and machine learning, we were able to reduce these risks very well, and also reduce privacy violators by discovering these types of deceptive users through temptation and carrots that the hacker uses for this purpose.
