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