Design and orchestrate sophisticated multi-agent, scalable AI systems. Equip experienced engineers to build, deploy, and govern production-grade AI infrastructure.
Enroll in individual courses below. Complete all 7 courses to earn your Certified AI Architect certificate.
Master the architecture of event-driven, asynchronous AI systems. Design multi-agent topologies with LangGraph, implement MCP for enterprise tool binding, and deploy production-grade agentic workflows from end to end.
Train high-quality small language models on limited hardware. Learn to generate synthetic datasets, optimize GPU memory usage, apply LoRA and QLoRA fine-tuning, and align models with DPO and ORPO — from raw data to GGUF inference.
Maximize throughput and minimize latency across your model serving stack. Master vLLM, TensorRT-LLM, speculative decoding, and intelligent request routing — then deploy the full system on Kubernetes with auto-scaling and cost controls.
Design AI-native product experiences that handle uncertainty gracefully. Learn confidence engineering, human-in-the-loop workflows, async UX patterns for long-running tasks, and build a full-stack AI product with a human approval dashboard.
Go beyond vector search with knowledge graphs. Learn to extract entities, build Neo4j graphs, write LLM-to-Cypher translators, and connect live streaming data pipelines — creating a retrieval system that compounds in value over time.
Build AI systems that think before they act. Master Tree of Thoughts, Monte Carlo Tree Search, verification reward models, and dynamic ROI guardrails — then deploy a financial reasoning agent that spends compute only where it pays off.
Build the operational layer that keeps AI systems reliable, secure, and profitable. Master LLM evaluation pipelines, CI/CD for AI, the TRiSM security framework, distributed tracing with Langfuse, and go-to-market pricing strategy — then ship a production system with a complete economics dashboard.
Software Developers, Data Engineers, and IT Professionals seeking to specialize in advanced AI engineering.
Complete all 7 courses to earn your Certified AI Architect certificate.