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Senior AI/ML Engineer

5-8 Years
SGD 6,000 - 8,000 per month
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Job Description

Weare seeking experienced Machine Learning / Generative AI Engineer todesign, develop, and deploy advanced AI/ML and Generative AI (GenAI) solutionsthat optimize manufacturing operations in a high-volume production environment.

Thisrole focuses on leveraging machine learning, predictive analytics, andautomation technologies to improve production yield, reduce downtime, andenable smart factory capabilities aligned with Industry 4.0 principles.

KeyResponsibilities

ModelDevelopment & Deployment

  • Design, build, and deploy machine learning models for predictive maintenance, anomaly detection, and process optimization.
  • Develop GenAI-powered applications, including automated reporting tools, intelligent chatbots, and manufacturing scenario simulations.
  • Translate research-oriented algorithms into scalable, production-ready solutions using MLOps best practices.

DataEngineering & Integration

  • Develop robust data pipelines to collect, clean, and transform sensor, MES, and IoT data for model training and inference.
  • Integrate AI models with factory control systems and Manufacturing Execution Systems (MES) to support real-time decision-making.

PredictiveAnalytics & Quality Control

  • Apply AI and machine learning techniques to forecast equipment failures, optimize production schedules, and improve product quality.
  • Utilize computer vision and deep learning technologies for automated defect detection and quality assurance.

Automation& Continuous Improvement

  • Implement AI-driven workflows and GenAI-based conversational assistants to reduce manual intervention and improve operational efficiency.
  • Monitor model performance, detect model drift, and automate retraining processes to maintain model accuracy and reliability.

Collaboration& Reporting

  • Collaborate closely with engineering and IT teams to align AI and GenAI initiatives with manufacturing objectives.
  • Communicate insights, recommendations, and performance metrics through dashboards and GenAI-generated natural language summaries.


Required Skills

TechnicalExpertise

  • Proficiency in programming languages such as Python, R, or Java.
  • Hands-on experience with machine learning frameworks, including TensorFlow, PyTorch, and Scikit-learn.
  • Strong understanding of machine learning algorithms, deep learning architectures, and statistical analysis methods.
  • Familiarity with MLOps tools and platforms such as MLflow, KServe, Docker, and Kubernetes.
  • Experience with CI/CD pipelines and deployment automation.

DomainKnowledge

  • Understanding manufacturing processes, MES systems, and industrial automation technologies.
  • Experience in predictive maintenance, anomaly detection, and real-time analytics within manufacturing environments.

DataEngineering & Data Handling

  • Expertise in data preprocessing, feature engineering, and handling large-scale sensors and IoT datasets.
  • Knowledge of SQL and NoSQL databases, as well as cloud platforms used for data storage and model deployment.

SoftSkills

  • Strong analytical thinking and problem-solving capabilities.
  • Effective verbal and written communication skills.
  • Ability to work collaboratively in cross-functional teams and manage multiple priorities in a fast-paced environment.

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Job ID: 147864181