Specialist II - Data Science
Merican
Specialist II - Data Science
This role will closely partner with product and engineering teams to operationalize AI capabilities in externally facing applications and drive evolution toward agentic AI systems.
Key responsibilities include:
- GenAI Enablement & Integration
- Build and operationalize LLM-powered applications using:
- Retrieval-Augmented Generation (RAG)
- Embeddings pipelines
- Prompt orchestration and evaluation frameworks
- Design and implement vector search systems using Amazon OpenSearch
- Develop graph-based knowledge systems using Amazon Neptune for relationships, lineage, and explainability
- Integrate supporting infrastructure:
- Amazon ElastiCache (Redis) for session state and caching.
- DynamoDB for scalable, low-latency data access
Implement agentic workflows using frameworks such as:
- LangGraph, AutoGen, CrewAI (or equivalent)
Integrate with LLM frameworks like:
- LangChain, LlamaIndex (tool calling, retrieval orchestration, context management)
Define standards for:
- Tool integration
- Context-sharing patterns (MCP-style designs)
- Evaluate LLM models and retrieval strategies across:
- Latency
- Cost
- Accuracy
- Context limitations
- Data Pipelines & Knowledge Engineering
- Design and build scalable data pipelines using Databricks and Apache Spark
- Implement:
- Data ingestion and transformation pipelines
- Document processing (chunking, metadata tagging)
- Embedding generation and indexing
- Ensure high data quality standards:
- Validation, completeness, consistency, monitoring
- Implement data governance frameworks:
- Data classification and access controls
- Retention policies
- Auditability and lineage tracking.
- Backend Services & APIs:
- Develop backend services exposing AI capabilities through secure and scalable APIs
- Define best practices for:
- API contracts and versioning
- Reliability (retry logic, circuit breakers, idempotency)
- Enable reusability of platform capabilities across teams and applications
- Deployment, MLOps & Operational Excellence
- Build and manage CI/CD pipelines for AI and data workloads
- Deploy production systems using:
- Docker (containerization)
- Kubernetes (orchestration)
- Implement deployment strategies:
- Blue/green deployments
- Canary releases
- Rollback strategies
- Feature flags
- Ensure system reliability through:
- Monitoring (latency, failures, cost, data freshness)
- Alerting and observability
- Secrets management and least-privilege access
- Optimize platform performance and cost
- LLM Observability, Evaluation & Quality
- Define and track GenAI quality metrics:
- Grounding / faithfulness
- Retrieval relevance
- Response consistency
- Latency and cost per request
- Implement:
- Prompt/version tracking
- Offline evaluation pipelines
- Continuous improvement workflows
- LLM Security, Safety & Compliance
- Implement secure AI systems with:
- Access control and authentication
- Data protection policies
- Responsible AI guardrails
- Ensure compliance with best practices in:
- AI safety
- Data privacy
- Monitoring and auditability
Required skills include:
- Strong experience in Generative AI / LLM systems (RAG, embeddings, prompt engineering)
- Hands-on experience with AWS ecosystem
- Expertise in:
- OpenSearch (vector search)
- Neptune (graph databases)
- DynamoDB and Redis (ElastiCache)
- Experience with:
- LangChain / llamaIndex
- Agentic AI frameworks (LangGraph, AutoGen, CrewAI)
- Strong programming skills (Python preferred)
- Experience with Databricks and Apache Spark
- Solid understanding of:
- Data pipelines
- Distributed systems
- API design
- Preferred skills experience with:
- Model evaluation frameworks and LLM observability tools
- AI governance and compliance frameworks
- Kubernetes and advanced MLOps practices
- Familiarity with:
- Model Context Protocol (MCP) patterns
- Agent-based architectures
Qualifications include:
- Bachelor's or Master's degree in:
- Computer Science / Data Science / AI / related field
- Proven experience building production-grade AI platforms and systems
- Strong background in end-to-end AI/ML lifecycle delivery
Soft skills include:
- Strong problem-solving and analytical thinking
- Ability to communicate complex AI concepts clearly
- Collaborative and cross-functional mindset
- Ownership-driven and proactive execution
TekWissen® Group is an equal opportunity employer supporting workforce diversity.
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