Learning and credentials
Selected AI Certifications
Certifications support my current learning in LLM application engineering, RAG, agent orchestration, and fine-tuning. The strongest evidence of my engineering ability remains the projects, architecture, evaluation work, and products linked throughout this site.
Verified credentials
Coursework that supports the current build focus
AI Engineer Core Track: LLM Engineering, RAG, QLoRA, Agents
Ligency · Ed Donner
Completed applied coursework across LLM APIs, open models, retrieval, model evaluation, QLoRA fine-tuning, function calling, and agent workflows. This credential supports the public project work; it is not presented as professional experience in every covered framework.
RAGQLoRAFunction CallingModel EvaluationHugging FaceAgent Workflows
Verify credentialAgentic AI with LangGraph, CrewAI, AutoGen and BeeAI
IBM
Completed IBM coursework covering LangGraph, CrewAI, AutoGen, BeeAI, typed tools, orchestration patterns, memory concepts, and multi-agent workflows. These frameworks are shown as certification topics and current study, not as professional production experience.
Agentic WorkflowsTool CallingOrchestrationLangGraphCrewAIAutoGenBeeAI
Verify credentialFramework names on these certificates describe coursework, not professional production experience. Completed projects and case studies remain the primary evidence on this site.