ML/NLP Engineering Cognitive AI

I build AI systems at the intersection of research, production-oriented pipeline architecture and explainable modeling.

TalTech Scholarship LLM/NLP Research Pipelines XAI Audit & Legal NLP Cognitive AI

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ML/NLP Pipelines

I develop workflows for corpus construction, ingestion, chunk validation, embeddings, topic modeling, model comparison and evaluation.

I combine LLMs, knowledge graphs and rule-based formalization to make AI-supported decisions traceable and auditable.

I model cognitive agents, social cognition and human-AI interaction with simulations and experiment-oriented scenarios.

LLM-supported literature and topic exploration on cross-border data flow in the Social Data Migration project.

Explainable AI prototype for rule-based audit support in the public sector.

Interactive dashboard for explainable analysis of budget data and anomalous patterns.

Tutorials on Human-Machine Intelligence, Constructive Cognitive Science and cognitive agents.

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