ML Engineer: Knowledge Graph, RAG & On-Prem AI for EDA

Keysight Technologies

Barcelona

Presencial

EUR 85.000 - 125.000

Jornada completa

Hace 7 días
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Descripción de la vacante

Keysight Technologies seeks an experienced ML Engineer to design and implement knowledge layers for SOS AI, an AI platform bridging EDA and AI/ML workflows. You will build low-latency retrieval, RAG, and graph-based systems for IP-sensitive data in on-prem deployments.

You will advance embeddings and LLM-based components, ensure governance and provenance, and collaborate with product and EDA teams to translate semiconductor workflows into technical requirements.

Formación

  • MS or PhD in Computer Science, Electrical Engineering, or related field.
  • 5+ years building production ML or data-intensive systems.
  • Must have production experience with RAG and knowledge graphs (ingestion, indexing, retrieval).
  • Hands-on experience with LLMs, embeddings, prompt and context engineering, evaluation, and on-premise inference.
  • Strong experience with vector and graph databases and low-latency retrieval infrastructure.

Responsabilidades

  • Design and build low-latency hybrid retrieval over large, heterogeneous data for on-premises deployments.
  • Develop the semantic insight layer: automated tagging, domain-aware metadata, and embeddings as first-class managed assets with version provenance.
  • Build the EDA-aware knowledge graph as organizational memory: entity and relationship inference, ontology evolution, versioning, and temporal queries.
  • Implement agentic memory and MCP servers exposing retrieval, graph traversal, and lineage to external agents with access controls gatekeeping and full audit.
  • Engineer governance so access control propagates from source data through embeddings, graph nodes, retrievals, and agent responses.
  • Benchmark retrieval quality, embedding models, and LLMs against EDA use cases, selecting models per task under cost and latency constraints.
  • Collaborate with product, EDA tool teams and customers to translate semiconductor and RF workflows into requirements.

Conocimientos

RAG systems
Knowledge graphs
LLMs and embeddings
Low-latency retrieval
Python
Production ML

Educación

MS or PhD in Computer Science or Electrical Engineering

Herramientas

PyTorch
Hugging Face
Vector databases
Graph databases
MCP (Model Context Protocol)

Descripción del empleo

Keysight Technologies seeks an experienced ML Engineer to design and implement knowledge layers for SOS AI, an AI platform bridging EDA and AI/ML workflows. You will build low-latency retrieval, RAG, and graph-based systems for IP-sensitive data in on-prem deployments.

You will advance embeddings and LLM-based components, ensure governance and provenance, and collaborate with product and EDA teams to translate semiconductor workflows into technical requirements.

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