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AI/ML Architect - Banking

SingaporeOn-siteContract

AI Summary

Designs and delivers AI/ML solutions for banking, specializing in generative AI architecture, model risk governance, and production ML engineering at scale.

About this role

We are looking for AI/ML Architect with 10+ years in data and analytics, including 6+ in ML/AI, 3+ in banking and 2+ on production GenAI

Must-have skills

Banking and AI governance

• Taking AI/ML solutions to production inside banks through model risk or AI governance review.

• Responsible AI: explainability, audit trails, human-in-the-loop controls and model monitoring (e.g. MAS FEAT principles).

• Financial crime data: AML models, alerts and case data.

Generative AI architecture

• RAG, text-to-SQL over semantic layers, and agentic analytics for insight generation, metadata discovery and query generation.

• Integration with enterprise LLM platforms, enforcing entitlements, row-level security and prompt/response audit.

• LLM evaluation: accuracy, SQL correctness, hallucination testing and guardrails.

• Code intelligence: parsing SQL, PL/SQL, SAS and Python to extract mappings, lineage, dependencies and business rules.

• Generating specifications, code and tests from metadata, with traceability.

ML Engineering

• Python, Spark, Scala or Java; TensorFlow, PyTorch and scikit-learn.

• MLflow, feature engineering, model deployment and monitoring; DataOps practices.

• Large-scale data on Hadoop and Lakehouse platforms; semantic layers, knowledge graphs and federated governance.

Delivery and communication

• Leading multidisciplinary teams across data engineering, analytics, AI/ML and business domains.

• resenting AI designs and controls to model risk, audit and business stakeholders.

Good-to-have skills

• Agent frameworks such as LangGraph; vector stores.

• Enterprise LLM platforms: Azure OpenAI, AWS Bedrock, Vertex AI or on-premises models.

• Databricks Mosaic AI, Genie and Unity Catalog; SQL parsers such as sqlglot.

Certifications (preferred): Databricks Generative AI Engineer or ML Professional; Azure AI Engineer; AWS ML Specialty; Google Professional ML Engineer.

Skills

AI GovernanceAMLAudit TrailsAWS BedrockAzure OpenAIDatabricks Mosaic AIDataOpsExplainabilityFederated GovernanceGenieHadoopHallucination TestingHuman-in-the-loopJavaKnowledge GraphsLakehouseLangGraphLLM EvaluationMAS FEATMLflowModel MonitoringModel RiskPL/SQLPrompt EngineeringPythonPyTorchRAGRow-Level SecuritySASScalaSciKit-LearnSemantic LayersSparkSQLSqlglotTensorFlowText-to-SQLUnity CatalogVertex AI

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