A Chinese-language index of AI security battle scars
A curated reading list collecting industry articles, competition writeups, and practical notes on applying machine learning to threat detection, malware analysis, and adversarial AI.

What it does This repository is a curated index—essentially an engineer’s bookmark folder—organizing Chinese and English resources on applying machine learning to cybersecurity. The README sorts external articles, competition writeups, and open-source projects into thematic sections covering defensive tasks like malware detection, webshell identification, DNS tunneling, and WAF construction, alongside offensive research on adversarial AI.
The interesting bit Rather than pure theory, the list leans heavily on industry war stories: DataCon competition solutions, Alibaba Security Algorithm Challenge code, and Tencent blog posts. It also explicitly catalogs the “last mile” problem of operationalizing ML inside security teams, a topic often absent from research syllabi.
Key highlights
- Covers both “AI for security” and “security of AI” (attacking models, frameworks, and systems)
- Heavy weighting toward Chinese-language industry sources (FreeBuf, Aliyun, Tencent) mixed with English papers
- Includes concrete competition writeups with code links rather than just theory
- Organized by operational domain: threat intel, web security, binary analysis, fraud detection, and APT detection
- Last updated July 2021
Caveats
- This is a link aggregator, not a runnable framework; the repository contains no original code beyond the README itself
- Several referenced resources are external blog posts, so link rot is a long-term risk
- The index was last updated in July 2021, so newer architectural trends are not represented
Verdict Useful as a syllabus for security engineers or data scientists entering the AI-for-security space. Not for those seeking a ready-to-run detection engine or Python package.
Frequently asked
- What is 404notf0und/AI-for-Security-Learning?
- A curated reading list collecting industry articles, competition writeups, and practical notes on applying machine learning to threat detection, malware analysis, and adversarial AI.
- Is AI-for-Security-Learning open source?
- Yes — 404notf0und/AI-for-Security-Learning is an open-source project tracked on heatdrop.
- How popular is AI-for-Security-Learning?
- 404notf0und/AI-for-Security-Learning has 1.8k stars on GitHub.
- Where can I find AI-for-Security-Learning?
- 404notf0und/AI-for-Security-Learning is on GitHub at https://github.com/404notf0und/AI-for-Security-Learning.