UNISON Group
AI/ML Architect - Banking
Skills
1 month ago
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Important information
Contract type:
Freelance / Contract
Location:
Singapore
Work mode:
Onsite
Published on:
25 September 2026
What they need
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.
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