Banking AI/ML Architect: Production, Governance & Risk

Hong Kong Unison Limited; Singapore; On-site; SGD 180,000 - 320,000; Full time

Job summary

Unison Consulting is seeking an AI/ML Architect with 10+ years in data and analytics, including 6+ in ML/AI, 3+ in banking and 2+ on production GenAI. Lead multidisciplinary teams across data engineering, analytics, AI/ML and business domains in Singapore.

You will drive production-ready AI/ML solutions in banks, ensure governance and risk controls, and collaborate with enterprise LLM platforms, data platforms and knowledge graphs. Strong design and implementation experience is essential.

Qualifications

• Experience taking AI/ML solutions to production inside banks with governance
• Ability to demonstrate Responsible AI with explainability, audit trails and human-in-the-loop controls
• Experience with financial crime data: AML models, alerts and case data
• Familiarity with RAG, text-to-SQL, and agentic analytics for insight generation
• Knowledge of enterprise LLM platforms and security controls
• Experience evaluating LLMs: accuracy, SQL correctness, guardrails
• Ability to parse SQL/PL-SQL/SAS/Python to extract mappings and rules
• Experience generating specifications, code and tests from metadata with traceability
• Proficiency in Python, Spark, Scala/Java and ML frameworks (TensorFlow, PyTorch, scikit-learn)
• Knowledge of DataOps, Hadoop, Lakehouse, semantic layers and knowledge graphs

Responsibilities

• Lead multidisciplinary teams across data engineering, analytics, AI/ML and business domains
• Present AI designs and controls to model risk, audit and business stakeholders

Skills

Production ML

Responsible AI

Model risk

AI governance

AML models

RAG text-to-SQL

Vector stores

LLM platforms

SQL parsing

Python

Spark

TensorFlow

Tools

sqlglot

Job description

Unison Consulting is seeking an AI/ML Architect with 10+ years in data and analytics, including 6+ in ML/AI, 3+ in banking and 2+ on production GenAI. Lead multidisciplinary teams across data engineering, analytics, AI/ML and business domains in Singapore.

You will drive production-ready AI/ML solutions in banks, ensure governance and risk controls, and collaborate with enterprise LLM platforms, data platforms and knowledge graphs. Strong design and implementation experience is essential.