- Singapore
Full Time Principal Consultant Jobs, Salary up to SGD 14,000 in IMPACT AI TECHNOLOGIES PTE. LTD. - Maukerja
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Job Description
Responsibilities
Responsibilities:
FUNCTIONAL / DOMAIN
- Define the target architecture for enterprise analytics, Generative BI, machine learning and AI-enabled delivery capabilities.
- Design secure integration between governed data platforms, semantic layers, enterprise LLMs, vector stores, agents and BI tools.
- Establish reusable patterns for RAG, feature engineering, model development, deployment, evaluation and monitoring.
- Define AI security, privacy, entitlement, human-review, explainability, audit and responsible-AI controls.
- Design AI-enabled requirements discovery, impact analysis, mapping, code generation and test-automation frameworks.
- Set architecture standards for MLOps, DataOps, model registries, prompt/version management, observability and rollback.
- Review AI/ML designs, data suitability, evaluation criteria, NFRs and production-readiness evidence.
- Guide data scientists, ML engineers, data engineers and platform teams and resolve cross-platform technical risks.
FUNCTIONAL / DOMAIN
- AI and analytics use cases in regulated banking, including AML, risk, payments, finance and customer analytics.
- Model governance, validation, responsible AI, privacy, audit readiness and human-in-the-loop controls.
- Generative BI, semantic analytics and governed enterprise AI adoption.
- Enterprise LLM platforms, RAG, vector databases, agent frameworks, Python, Spark, Tensor Flow/PyTorch and MLflow.
- Hadoop/Cloudera, Lakehouse platforms, semantic layers, APIs, containers, Kubernetes and cloud AI services.
- ML Ops, evaluation, monitoring, drift detection, CI/CD, observability and secure AI integration.
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