diff --git a/knowledges/pre_requirements.md b/knowledges/pre_requirements.md new file mode 100644 index 0000000..8136bbb --- /dev/null +++ b/knowledges/pre_requirements.md @@ -0,0 +1,51 @@ +# Required Knowledges for project + +> Please note: You can **always** ask LLM for help. +> +> **Important**: We assume you have understanding of `Linux`(bash, ssh, etc), `Git`, and teamwork basics(eg. how to send `issues`, `PR`(pull request)) + +Because of the nature of this project, knowledge requirements are divided into two parts, **network** and **ML/DL**. + +As year 3+ students, you should at least have good understanding of courses **AI foundations**, **Network security technology** and **Computer networks**. + + +> Here, requirement means you have used that language in a multi-file project which loc(lines of code) > 100 +> +> For languages like `c/c++`, you should have experience on at least one build systems(`make`, `cmake`, `xmake`, etc) + +For programming, `Python` is a must and a low level language(eg.`c`, `c++`, `rust`, `zig`, etc) will help a lot. + +So the minimum requirement for programming is: `Python` + a GC language other than `Python`(eg.`JS/TS`, `Java`, `GO`, `C#`, `Lua` etc) + +Optional: low level language, experience on **network programming** + +## Network + +1. **OSI 7 layer model**: You should know: + + - major protocols from L2 to L4, including **packet schema**, **routing**, **De/construction**. + + - Connection definition/tracing. Eg. "how to trace a TCP/UDP connection" + +2. **Behaviors and common Algos**: You should know: + + - Boardcast mechanism + + - Common routing algos + + - `send/send_to`, `recv/recv_from` or their equivalents on modern OS kernel + +3. **Security**: You should know: + + - Common behaviors of firewall + + - Few packets attacks(like `tcp rst`, `replay`, etc) + + +## ML/DL + +> WIP(Work in Process) +> +> To be finished by Mingzhe Yang and Hongyu Yan + +Take a glance on `GAN` and `Diffusion`. diff --git a/papers/paper_list.txt b/papers/paper_list.txt new file mode 100644 index 0000000..a85ae2e --- /dev/null +++ b/papers/paper_list.txt @@ -0,0 +1,3 @@ +Practical GAN-based synthetic IP header trace generation using NetShare + use GAN or Diffusion to see outcome +