Experts in information security can usually identify potentially exploitable pieces of code. Yet, the work is intensive and costly, and may not be sufficient to make a program secure. One of the great advantages of deep learning over traditional machine learning is that features can be automatically discovered. This allows us to alleviate the need for a human expert on vulnerabilities, as well as to produce more effective systems. In this recipe, we'll utilize a modified version of VulDeePecker : A Deep Learning-Based System for Vulnerability Detection (https://arxiv.org/pdf/1801.01681.pdf), to automatically detect buffer error vulnerabilities and resource management errors in C/C++ software.
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