title: ÐÐµÐ¶ÑÐµÑÐµÐ²Ð¾Ð¹ ÑÐºÑÐ°Ð½ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ ÑÐ²ÑÑÑÐ¾ÑÐ½ÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð´Ð»Ñ Ð²ÐµÐ±-Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ð¹ Ñ Ð¼Ð¸ÐºÑÐ¾ÑÐµÑÐ²Ð¸ÑÐ½Ð¾Ð¹ Ð°ÑÑ Ð¸ÑÐµÐºÑÑÑÐ¾Ð¹
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸ÑÑÐ°
titleType: Subtitle
title: Firewall based on convolutional neural networks for web applications with microservice architecture
Creators: name: ÐÐ°ÑÐ°Ð½Ð¾Ð², Ð­Ð»ÑÐ²Ð¸Ð½
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2022
Subjects: Ð¼ÐµÐ¶ÑÐµÑÐµÐ²Ð¾Ð¹ ÑÐºÑÐ°Ð½
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð¼Ð¸ÐºÑÐ¾ÑÐµÑÐ²Ð¸Ñ
Ð²ÐµÐ±-Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ
firewall
machine learning
microservice
web app

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description: The topic of the graduate qualification work is Â«Firewall based on convolutional neural networks for web applications with microservice architectureÂ».The purpose of the study is a protection against injection attacks on web applications with microservice architecture. The tasks to be solved in this research are the following:Research of microservice architecture and methods of creation of firewalls.Analysis of ways to implement a firewall to protect web applications with microservice architecture.Analysis of the most common injection attacks on web applications with microservice architecture.Development of a convolutional neural network for a formal language close to NLP.Formation of datasets for training, validation, and testing of the model.Development of a firewall prototype for protecting web applications with a microservice architecture.Research of metrics to assess the quality of the model.Estimation of the quality of the developed firewall prototype.In the course of the work, web application architectures and approaches to creating firewalls were studied: automation using machine learning helps to eliminate errors in writing firewalls that appear due to the human factor.Finally, the result product is suitable for securing microservice web applications that implement the MVC programming pattern, such as MVC ASP.NET, Flask or Django.