AI Learning Paths
Structured roadmap blueprints taking you from foundational concepts to advanced agent engineering and local deployments.
AI Beginner Roadmap
A foundation roadmap covering prompt engineering basics, AI concepts, and tool discovery.
Prompt Engineering Roadmap
Deep dive into prompt techniques: Zero-shot, Few-shot, Chain-of-Thought, ReAct, and system instructions.
AI Engineer Roadmap
Build backend RAG systems, connect models to vectors, and program custom agent controllers.
AI Agents Roadmap
Architect autonomous agent loops, multi-agent frameworks, tool calling, and cognitive flows.
MCP Roadmap
Configure and build Model Context Protocol (MCP) clients and servers to connect files and tools.
RAG Roadmap
Optimizing search relevance, document parsing, embeddings generation, and cross-encoder re-ranking.
Local AI Roadmap
Host and serve open-weights models locally on private systems for speed and privacy.
AI Automation Roadmap
Automate business workflows by connecting web triggers to agent actions visually.
Learning Path 9: AI Infrastructure & GPU Orchestration
Curated learning roadmap focused on mastering AI Infrastructure & GPU Orchestration. Includes projects and resource links.
Learning Path 10: Fine-Tuning Open Weight Models
Curated learning roadmap focused on mastering Fine-Tuning Open Weight Models. Includes projects and resource links.
Learning Path 11: AI Security & Threat Modeling
Curated learning roadmap focused on mastering AI Security & Threat Modeling. Includes projects and resource links.
Learning Path 12: AI Observability & Tracing
Curated learning roadmap focused on mastering AI Observability & Tracing. Includes projects and resource links.
Learning Path 13: Multi-Modal Image & Video Gen
Curated learning roadmap focused on mastering Multi-Modal Image & Video Gen. Includes projects and resource links.
Learning Path 14: AI Product Management & UX Design
Curated learning roadmap focused on mastering AI Product Management & UX Design. Includes projects and resource links.
Learning Path 15: Semantic Search Architecture
Curated learning roadmap focused on mastering Semantic Search Architecture. Includes projects and resource links.
Learning Path 16: LLMOps & Production Deployment
Curated learning roadmap focused on mastering LLMOps & Production Deployment. Includes projects and resource links.