Final year project suggestions
好的,我现在需要帮用户总结一篇文章的内容,控制在100字以内。用户的要求很明确,不需要特定的开头,直接写文章描述即可。 首先,我得仔细阅读用户提供的文章内容。这篇文章是关于一位网络安全专业学生在准备毕业设计时的经历和困惑。他最初计划开发一个基于AI的NIDS系统,使用了四种算法:决策树、随机森林、孤立森林和自编码器。在监督学习部分,他使用了来自皇后大学的数据集,并成功训练了模型,尽管他认为这种方法不够理想,因为模型无法持续学习新数据。现在他需要转向无监督部分,并对整个IDS进行整合,但他觉得过程繁琐,希望找到现有的开源项目或教程来简化工作。 接下来,我需要提取关键信息:项目类型(AI基 IDS)、算法(监督和无监督)、遇到的挑战(模型无法持续学习)、当前进展以及寻求帮助的需求。同时要确保总结简洁明了,不超过100字。 可能会出现的问题是如何在有限的字数内涵盖所有重要点而不遗漏关键信息。因此,我需要精简语言,突出主要部分:项目目标、使用的算法、当前阶段以及寻求帮助的愿望。 最后,整合这些信息形成一个流畅的句子结构,确保符合用户的要求。 </think> 作者正在准备网络安全学位的毕业设计项目,计划开发一个基于AI的NIDS系统,使用四种算法(决策树、随机森林、孤立森林和自编码器)。目前完成了监督学习部分,并希望找到开源项目或教程来简化无监督部分的开发工作。 2026-1-26 21:45:23 Author: www.reddit.com(查看原文) 阅读量:3 收藏

So, I have to make this final year project for the last year of my cyber security degree, at first I was very motivated to make something new something unique for my FYP and decided to make an AI based NIDS system, that will comprise of 4 AI algorithms, 2 supervised, decision tree and random forest, and 2 unsupervised, isolation forest and autoencoders. For the first part of the FYP I had to make the supervised part for which I took NIDS dataset from university of queens website and trained the models on the 2 algorithms. Now me having no idea or knowledge about AI somehow managed to make the thing an make it look like it was working which it is to some extent, it is basically 2 pkl files which predict the whether the packet is an attack packet or benign. Which I think was not the right way to it, and could have been done in a way that the model still keeps on learning on the new packets it was receiving after it was trained on the initial dataset. Now I have to work on the unsupervised part of the project and the whole IDS, and again I know I will have to watch 100s and 100s of tutorial read 100s of theories on it and somehow I will manage to make it work in the end but I don't really want to do it like that again because it was such a hassle. So I wanted to know if there is like a similar open source project, similar to the one described above, which I can tweak and reshape into what I have to present, or if there is any tutorial(s) that I can watch and work along to make the project. Or any other help or suggestion anyone can give me on how I should make this project would be very helpful and appreciate.


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