Predictive Maintenance AI Engineer – Real-Time Analytics

GROUNDUP.AI PTE. LTD.; Singapore; On-site; SGD 120,000 - 180,000; Full time

Job summary

GROUNDUP.AI PTE. LTD. is seeking an AI Engineer specializing in Cognitive Maintenance to develop predictive maintenance models using large-scale time-series and IoT sensor data.

You will design, train, and deploy models that forecast equipment failures and optimize asset reliability in industrial settings. Ideal candidates combine AI expertise with hands-on work on sensor data (vibration, temperature, pressure) and are eager to drive production-ready solutions within a fast-paced industrial

Qualifications

• Bachelor’s or Master’s degree in Computer Science, AI, Data Science, or a related field.
• ≥1 year of experience developing and deploying analytics models.
• Proficiency in Python and data science libraries (NumPy, pandas).
• Experience with TensorFlow, PyTorch, and Scikit-learn.
• Familiarity with cloud platforms (AWS, GCP, Azure) for AI deployment.
• Strong understanding of time-series analysis, signal processing, and anomaly detection.

Responsibilities

• Design and implement machine learning and deep learning models for Predictive Maintenance applications.
• Optimize models for performance, scalability, and accuracy.
• Analyze, understand, and pre-process sensor data streams to identify patterns.
• Perform exploratory data analysis to identify patterns and insights.
• Deploy AI models to production environments using best practices.
• Monitor, maintain, and update deployed models for ongoing relevance and performance.
• Build scalable, real-time models for low-latency predictions.
• Collaborate with engineers to improve data pipelines and model accuracy.
• Research state-of-the-art condition monitoring techniques and translate into deployable solutions.
• Develop tools to monitor model behavior in real-time.
• Document models, processes, and results for stakeholders.

Skills

Python

R

Java

Time-series analysis

Anomaly detection

Signal processing

Industrial sensor data

Education

Bachelor’s or Master’s in Computer Science/AI/Data Science

Tools

TensorFlow

PyTorch

Scikit-learn

AWS

GCP

Azure

Job description

GROUNDUP.AI PTE. LTD. is seeking an AI Engineer specializing in Cognitive Maintenance to develop predictive maintenance models using large-scale time-series and IoT sensor data.

You will design, train, and deploy models that forecast equipment failures and optimize asset reliability in industrial settings. Ideal candidates combine AI expertise with hands-on work on sensor data (vibration, temperature, pressure) and are eager to drive production-ready solutions within a fast-paced industrial