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AI Roadmap:机器学习(Machine Learning)、深度学习(Deep Learning)、对抗神经网络(GAN),图神经网络(GNN),NLP,大数据相关的发展路书(roadmap), 并附海量源码(python,pytorch)带大家消化基本知识点,突破面试,完成从新手到合格工程师的跨越,其中深度学习相关论文附有tensorflow caffe官方源码,应用部分含推荐算法和知识图谱

A free collection of curated, high-quality resources to take you from Bronze to Platinum and beyond.

  • usaco
  • codeforces
  • programming-contests
  • competitive-programming

Based on my own experience, I believe this roadmap provides clear answers to all the key questions about becoming a data analyst from scratch, including which technologies and programming languages to learn, what soft skills are essential, and how to start a professional career in this field.

  • blogs
  • businessintelligence
  • courses
  • data

Skills and career roadmap for various security roles like application security, cloud security, DevSecOps, security engineer, security researchers, pentesting, api security, network security, mobile security and so on with helpful resources, guidelines

The complete hacking & penetration testing roadmap. From beginner to elite. 44,982 lines, 150+ Diagram across the roadmap: OPSEC, web security, Active Directory, binary exploitation, EDR evasion, and 0-day research. 300+ tools, 200+ MITRE techniques, C & Rust payloads, lab guides, books, courses, blogs, practice platforms, and AI security resources

AI Roadmap 2026: a beginner's path through Foundations, LLM Engineering, Agents, Evaluation, and Production, with verified free resources and a mini-project per layer