
AI/ML Architect - Banking
Unison Group · Singapore · Onsite
Weak hiring record · median 68 days open
All reasons
- 53% of this employer's openings are over 60 days old
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
- Machine Learning
- Generative AI
- Retrieval-Augmented Generation
- LLM
- SQL
- PL/SQL
- SAS
- Python
- Spark
- Scala
- Java
- TensorFlow
- PyTorch
- scikit-learn
- MLflow
- Hadoop
- LangGraph
- Azure OpenAI
- Bedrock
- Vertex AI
- Databricks
- Unity Catalog
- Azure AI
- AWS
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