AI Security
26-week offensive & defensive AI security roadmap
Complete
0%
Items done
0 of 1716
Estimated total
342h10m
Added this week
95
Phases
Phase 1: Engineering Foundation
0%- Week 1: Mathematical Literacy for AI Security0/23 · ~114h42m
- Week 2: ML Paradigms & Python Engineering0/30 · ~23h14m
- Week 3: Deep Learning & Transformer Architectures0/36 · ~17h22m
- Week 4: RAG Systems0/41 · ~3h18m
- Week 5: Core Concepts of Agentic AI0/32 · ~4h54m
- Week 6: Agentic Design Patterns + Multi-Agent Failure Modes0/44 · ~1h59m
- Week 7: Model Context Protocol (MCP)0/35 · ~1h37m
- Week 8: Threat Modeling Fundamentals for AI0/61 · ~1h59m
Phase 2: Offensive AI Security
0%- Week 9: Prompt Hacking Masterclass0/72 · ~2h46m
- Week 10: Advanced Semantic Exploitation0/26 · ~3h32m
- Week 11: Adversarial Machine Learning0/57 · ~14h30m
- Week 12: RAG Poisoning & Knowledge Corruption0/44 · ~3h20m
- Week 13: Agentic Pentesting + Real CVE Studies0/161 · ~5h29m
- Week 14: Automated Red Teaming Toolchains0/181 · ~19h42m
- Week 15: Workflow & Protocol Hijacking — MCP Deep Dive0/170 · ~8h32m
- Week 16: Supply Chain & Lifecycle Attacks0/162 · ~11h55m
Phase 3: Defensive Engineering & MLSecOps
0%- Week 17: Guardrails & Semantic Firewalls0/63 · ~27h11m
- Week 18: Bidirectional Defense & Input Sanitization0/46 · ~14h14m
- Week 19: Infrastructure Hardening & Sandboxing0/55 · ~2h55m
- Week 20: MLSecOps Pipeline Security0/32 · ~5h
- Week 21: Agentic Safety & Control Patterns0/156 · ~19h24m
Phase 4: Governance & Advanced Strategy
0%- Week 22: Risk Management Frameworks0/48 · ~16h49m
- Week 23: Operationalizing MITRE ATLAS0/23 · ~2h9m
- Week 24: Regulatory Compliance & Ethical Design0/53 · ~1h46m
- Week 25: Incident Response & Forensics for AI0/41 · ~8h51m
- Week 26: Capstone — Red Team Simulation0/24 · ~5h