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A tech recruitment agency in Singapore is looking for an experienced professional to develop and deploy machine learning models. Responsibilities include collaborating with engineering teams, monitoring model performance, and overseeing data pipelines. Ideal candidates should have a degree in Computer Science or related fields and experience with Python, TensorFlow, and cloud platforms. This role offers an opportunity to work on innovative AI solutions in a dynamic environment.
Work with pre-sales / solution architecture to understand client requirements; craft AI/ML-based proposals, proofs of concept (POCs) or prototypes. Assess feasibility: data availability, infrastructure, integration constraints, scalability, cost, security, and compliance (e.g. data privacy).
Identify appropriate modelling approaches (supervised, unsupervised, reinforcement, deep learning, etc.) for client problems (e.g. demand forecasting, anomaly detection, predictive maintenance, automation). Experiment with datasets, perform feature engineering, data cleaning, selection, and preprocessing. Use state-of-the-art ML / DL frameworks (TensorFlow, PyTorch, scikit‑learn) to build models; evaluate via cross‑validation, A/B testing where relevant.
Collaborate with software engineering / DevOps / cloud teams to productionize ML models: containerization (Docker), orchestration (Kubernetes), microservices, APIs. Ensure models are integrated with clients’ or internal systems: data pipelines, batch/real‑time inference, ingestion from various sources (IoT, logs, transactional systems).
Monitor, maintain, retrain models as needed. Track performance metrics, drift, bias. Optimize models for latency, throughput, resource consumption (compute, memory). Ensure robustness, fault tolerance, and resilience in production environments.
Work with data engineers to build and maintain data pipelines, ETL/ELT processes, streaming pipelines when needed. Manage data storage, versioning, access, and security; ensure compliance with data governance rules.
WOLA Recruitment Pte Ltd
EA License No: 23C1703
EA Personnel: Thea Cheah
EA Personnel Reg No: R23118878