Embracing and Incorporating Ethical Behavior
Ethical behavior with regard to AI, ML, and deep learning is becoming a more significant issue now that people have started to gain experience with these technologies and see their potential limitations. From a security perspective, ethical behavior is important for a number of reasons. For one thing, you don’t want your ML model directing you to look for hackers in the wrong place because the model is biased in some way. Another issue for security professionals is the fair treatment of everyone they encounter, whether this person only exists online from your organization’s perspective or not. In order to create useful models for security purposes, the data you use must not only meet the legal requirements but also produce something that is both fair and unbiased, which is quite an undertaking because bias hides everywhere.
Besides the issues of fairness and bias, it’s also essential to keep privacy in mind when creating...