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Data Scientist Specialist
Data Scientist SpecialistICONMA • McLean, VA
Data Scientist Specialist

Data Scientist Specialist

ICONMA • McLean, VA
[job_card.30_days_ago]
[job_preview.job_type]
  • [job_card.full_time]
[job_card.job_description]

Our Client, a Real Estate and Financial Services company, is looking for a Data Scientist Specialist for their McLean, VA location.

Responsibilities:
  • Architect and implement scalable AI Agents, Agentic Workflows and GenAI applications to address diverse and complex business use cases.
  • Develop, fine-tune, and optimize lightweight LLMs; lead the evaluation and adaptation of models such as Claude (Anthropic), Azure OpenAI, and open-source alternatives.
  • Design and deploy Retrieval-Augmented Generation (RAG) and Graph RAG systems using vector databases and knowledge bases.
  • Curate enterprise data using connectors integrated with AWS Bedrock's Knowledge Base/Elastic
  • Implement solutions leveraging MCP (Model Context Protocol) and AA (Agent-to-Agent) communication.
  • Build and maintain Jupyter-based notebooks using platforms like SageMaker and MLFlow/Kubeflow on Kubernetes (EKS).
  • Collaborate with cross-functional teams of UI and microservice engineers, designers, and data engineers to build full-stack Gen AI experiences.
  • Integrate GenAI solutions with enterprise platforms via API-based methods and GenAI standardized patterns.
  • Establish and enforce validation procedures with Evaluation Frameworks, bias mitigation, safety protocols, and guardrails for production-ready deployment.
  • Design & build robust ingestion pipelines that extract, chunk, enrich, and anonymize data from PDFs, video, and audio sources for use in LLM-powered workflows—leveraging best practices like semantic chunking and privacy controls
  • Orchestrate multimodal pipelines using scalable frameworks (, Apache Spark, PySpark) for automated ETL/ELT workflows appropriate for unstructured media
  • Implement embeddings drives—map media content to vector representations using embedding models, and integrate with vector stores (AWS KnowledgeBase/Elastic/Mongo Atlas) to support RAG architectures

Requirements:
  • MS/PhD in AI/Data Science
  • + years of experience in AI/ML, with + years in applied GenAI or LLM-based solutions.
  • Deep expertise in prompt engineering, fine-tuning, RAG, GraphRAG, vector databases (, AWS KnowledgeBase / Elastic), and multi-modal models.
  • Proven experience with cloud-native AI development (AWS SageMaker, Bedrock, MLFlow on EKS).
  • Strong programming skills in Python and ML libraries (Transformers, LangChain, etc.).
  • Deep understanding of Gen AI system patterns and architectural best practices, Evaluation Frameworks
  • Demonstrated ability to work in cross-functional agile teams.
  • Need Github Code Repository Link for each candidate. Please thoroughly vet the candidates.
  • Published contributions or patents in AI/ML/LLM domains.
  • Hands-on experience with enterprise AI governance and ethical deployment frameworks.
  • Familiarity with CI/CD practices for ML Ops and scalable inference APIs.

Why Should You Apply?
  • Excellent growth and advancement opportunities

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Data Scientist Specialist • McLean, VA

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