1. WAF malicious queries data sets.
https://github.com/faizann24/Fwaf-Machine-Learning-driven-Web-Application-Firewall
2. Cloud security report of alert logic (2017).
https://www.alertlogic.com/resources/cloud-security-report-2017/
3. Web application attacks accounted for 73% of all incidents says report (2017).
https://www.scmagazineuk.com/web-application-attacks-accounted-for-73-of-all-incidents-says-report/article/682004/
4. Web attack visualization (2018).
https://www.akamai.com/uk/en/about/our-thinking/state-of-the-internet-report/web-attack-visualization.jsp
5. Abadi, M., et al.: TensorFlow: large-scale machine learning on heterogeneous systems, software available from tensorflow. org (2015).
http://tensorflow.org