Specialist II - Data Science
Axelon
Summary:
- Location: Irvine, CA
- Work Mode: Hybrid schedule (2-3 days/week onsite at the company's Irvine office, 1 day/week onsite at the downtown Los Angeles office, and 1 day/week remote)
- Build and operationalize LLM-powered applications using RAG, embeddings pipelines, prompt orchestration, and evaluation frameworks.
- Design and implement vector search solutions using Amazon OpenSearch.
- Develop graph-based knowledge systems using Amazon Neptune.
- Integrate supporting services including Amazon ElastiCache (Redis) and DynamoDB.
- Implement agentic workflows using LangGraph, AutoGen, CrewAI, or similar frameworks.
- Work with LangChain and LlamaIndex for retrieval orchestration and context management.
- Evaluate models and retrieval strategies based on latency, cost, accuracy, and scalability.
- Design and develop scalable data pipelines using Databricks and Apache Spark.
- Build ingestion, transformation, document processing, embedding generation, and indexing pipelines.
- Establish data quality standards including validation and monitoring.
- Implement governance practices including classification, access controls, lineage, and auditability.
- Develop secure and scalable backend services exposing AI capabilities.
- Define API standards, versioning, resiliency, and reusable platform services.
- Build and manage CI/CD pipelines for AI and data workloads.
- Deploy and manage applications using Docker and Kubernetes.
- Support blue/green deployments, canary releases, rollback strategies, and feature flags.
- Implement observability, monitoring, alerting, and cost optimization.
- Define and track quality metrics including grounding, retrieval relevance, consistency, latency, and cost.
- Implement prompt/version tracking and evaluation pipelines.
- Establish secure AI practices including access control, data protection, responsible AI, and compliance standards.
- Strong experience with Generative AI and LLM systems (RAG, embeddings, prompt engineering).
- Hands-on AWS experience.
- Expertise in OpenSearch, Neptune, DynamoDB, and ElastiCache (Redis).
- Experience with LangChain, LlamaIndex, LangGraph, AutoGen, or CrewAI.
- Strong Python programming skills.
- Experience with Databricks and Apache Spark.
- Solid understanding of data pipelines, distributed systems, and API development.
- Bachelor's or Master's degree in Computer Science, Data Science, AI, or related field.
- Proven experience building and scaling production-grade AI platforms.
- Strong experience delivering end-to-end AI/ML lifecycle solutions.
- Experience with LLM observability and evaluation frameworks.
- Knowledge of AI governance and compliance practices.
- Experience with Kubernetes and advanced MLOps concepts.
- Familiarity with MCP patterns and agent-based architectures.
Vacancy posted 3 days ago
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