AI/ML Architect
Unison Group
AI/ML Architect
Unison Group
Builds financial risk and compliance systems
Unison Group · Singapore, Singapore · Contract · Posted 2026-09-25
Workplace: on_site
Department: Manish
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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Builds financial risk and compliance systems
Unison Group builds technology systems for financial institutions that need to manage risk, meet reporting rules and modernize their operations. Its consultants work across liquidity, market and credit risk, combining financial knowledge with software implementation and data analysis. The business also designs cloud infrastructure and develops custom applications, connecting these systems with the information and processes clients already use. It earns money through consulting, technology implementation and engineering services for enterprises, with work ranging from system design to deployment. Founded as Unison Consulting in 2012, the group is headquartered in Singapore.
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