Data Scientist - Predictive Maintenance & AI/ML

VECTOR SEARCH PROFESSIONALS; Singapore; On-site; SGD 100,000 - 140,000; Full time

Job summary

VECTOR SEARCH PROFESSIONALS in Singapore seeks a data scientist to develop predictive maintenance models using operational sensor data for failure prediction, asset degradation monitoring, remaining useful life estimation, and time-to-threshold forecasting.

You will apply survival analysis, time-series forecasting, anomaly detection, change-point detection, and representation learning, selecting approaches based on objective metrics and documented experiments, while balancing performance with

Qualifications

• Requires strong foundation in ML concepts and evaluation techniques.
• Experience with time-series data and sensor data preferred.
• Familiarity with anomaly detection, change-point detection, and representation learning.
• Ability to translate operational problems into ML solutions and document experiments.

Responsibilities

• Develop and validate models using sensor data for failure prediction and RUL estimation.
• Apply survival analysis, time-series forecasting, anomaly detection, and representation learning.
• Balance performance, explainability, and production deployment requirements.
• Collaborate with product and engineering teams, domain experts, and data center professionals.

Skills

Machine Learning

Time-Series

Anomaly Detection

Predictive Maintenance

Data Analysis

Education

Bachelor's or Master's in Engineering/CS/DS

Job description

VECTOR SEARCH PROFESSIONALS in Singapore seeks a data scientist to develop predictive maintenance models using operational sensor data for failure prediction, asset degradation monitoring, remaining useful life estimation, and time-to-threshold forecasting.

You will apply survival analysis, time-series forecasting, anomaly detection, change-point detection, and representation learning, selecting approaches based on objective metrics and documented experiments, while balancing performance with