임경현 is an experienced AI researcher and engineering lead with 12 years in the field, currently heading the Language AI team at Hyundai AutoEver. He combines applied research (Master’s in AI from Yonsei) with production-grade deployment experience, having improved retrieval and intent-matching accuracy by 18–22% and led Triton/FastAPI model serving in multiple SI projects. His background spans transportation forecasting, noise-robust speech enhancement, SQL anomaly detection, and conversational QA—publishing at domestic and international venues and filing a patent—showing a rare mix of academic rigor and product delivery. As a project lead and PM he has repeatedly bridged data labeling, model architecture (e.g., Doc2Vec station embeddings, axial-attention relation extraction) and engineering, delivering demoed systems and positive stakeholder feedback. Notably, he’s taken research ideas through to customer-facing services, improving real-world metrics rather than only producing papers.
11 years of coding experience
3 years of employment as a software developer
Master's degree, Artificial Intelligence, Master's degree, Artificial Intelligence at Yonsei University
Contributions:16 PRs, 23 pushes, 6 branches in 9 months
win32cpp
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