Senior AI/ML Engineer, Production AI (Contractor)
- Design, build, and deploy production-grade ML and Generative AI solutions, moving from prototypes to hardened services.
- Implement GenAI patterns such as:
- Retrieval-augmented generation (RAG).
- Prompt engineering and prompt versioning.
- Embedding pipelines and vector search.
- Secure API-based model access.
- Ensure AI systems meet enterprise standards for scalability, performance, reliability, and security.
- Build or configure end-to-end MLOps and GenAI Ops frameworks covering:
- Model and prompt versioning
- Reproducible pipelines and CI/CD for ML and GenAI workloads
- Controlled deployment and rollback strategies
- Integrate AI workflows with enterprise data platforms, orchestration tools, and cloud infrastructure
- Define evaluation frameworks for both ML and GenAI, including:
- Model accuracy, robustness, and drift
- LLM response quality, grounding, hallucination risk, and safety checks
- Bias, fairness, and explainability assessments
- Establish acceptance criteria and validation artifacts suitable for regulated and audit-ready environments
- Implement observability frameworks for ML and GenAI systems to monitor:
- Model and LLM performance degradation
- Data and embedding drift
- Prompt and response behavior over time
- Latency, failure modes, and usage patterns
- Enable full logging and traceability to support investigations, audits, and continuous improvement
- Embed Responsible AI principles across the AI lifecycle, including:
- Human-in-the-loop controls for GenAI-assisted workflows
- Transparency, explainability, and proper-use disclosures
- Strong data privacy, access control, and lineage discipline
- Ensure GenAI features are opt-in, governed, and aligned with Legend's AI policies and regulatory expectations
- Partner with Data Engineering, Architecture, Security, QA, and Business teams
- Translate business problems into well-scoped, governed AI and GenAI solutions
- Contribute to enterprise AI standards, reference architectures, and platform roadmaps
- Bachelor's or Master's degree in Computer Science, Engineering, Data Science, or related field
- 5+ years of hands-on experience deploying ML systems in production
- Strong experience with:
- Python and ML frameworks (e.g., PyTorch, TensorFlow, scikit-learn)
- LLMs and GenAI tooling (commercial or open-source)
- MLOps practices, pipelines, and automation
- Cloud platforms (Azure, AWS, or GCP)
- Familiarity with vector databases, embedding strategies, and RAG & graph architectures
- Proven ability to design governed, observable, and secure AI systems
- Experience in biotech, life sciences, healthcare, or other GxP-relevant domains
- Extensive experience operating within enterprise SDLC and production IT processes.
- Demonstrated experience delivering AI systems through full system development lifecycle (SDLC).
- Experience implementing GenAI in enterprise or regulated environments.
- Exposure to AI governance, risk assessments, or validation frameworks.
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