NLP Engineer _ Machine Learning Engineer|5+ years · Remote
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NLP Engineer _ Machine Learning Engineer|5+ years · Remote
Anzeige auf Englisch
Arbeitsort, , India
HomeofficeKeine Angabe
We are looking for a hands-on NLP/ML engineer to lead the development of an intelligent document understanding pipeline for extracting structured data from complex, unstructured RFQ documents (40100+ pages, in German and English).
Responsibilities
- Design and implement document hierarchy and section segmentation pipelines using layout-aware models (e.g., DocLayout-YOLO, LayoutLM, Donut).
- Build multilingual entity recognition and relation extraction systems across both English and German texts.
- Use tools like NLTK, transformers, and spaCy to develop custom tokenization, parsing, and information extraction logic.
- Construct and maintain knowledge graphs representing semantic relationships between extracted elements using graph data structures and graph databases (e.g. Neo4j). Integrate outputs into structured LLM-friendly formats (e.g., JSON, Markdown) for downstream extraction of building material elements.
- Collaborate with product and domain experts to align on information schema, ontology, and validation methods.
What Were Looking For
- Strong experience in NLP, document understanding, and information extraction from unstructured/multilingual documents.
- Proficiency in Python, with experience using libraries such as transformers, spaCy, and NLTK. Hands-on experience with layout-aware models like DocLayout-YOLO, LayoutLM, Donut, or similar.
- Familiarity with knowledge graphs and graph databases such as Neo4j, RDF.
Arbeitgeber
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