Data Scientist, AI/ML Predictive Maintenance Platform

JOB DESCRIPTION

We are seeking a skilled and pragmatic Data Scientist to join our team in shaping the next-generation AI/ML-based predictive maintenance platform. You'll work on applying both classical and Gen AI techniques to real-time IoT signals across diverse physical assets. If you thrive in fast iterations, own your experiments, and believe in getting things to production-not just Jupyter notebooks-this role is
for you.

Key Responsibilities

1. Model Development

• Develop, train, and fine-tune models on time-series sensor data for both anomaly detection and failure prediction across various asset types.
• Explore and apply a mix of forecasting, anomaly detection, change point detection, survival analysis, and representation learning techniques, choosing the best fit based on the use case.
• Be comfortable applying hybrid approaches (e.g., combining statistical thresholds with ML models, or chaining changepoint detection with LSTM/Transformer predictors) when appropriate.
• Iterate quickly and deliver working ML models into dev or production environments every 1-2 week sprint, enabling rapid feedback and continuous improvement.
• Balance performance, explainability, compute cost, and deployment constraints in every modeling decision

2. Model Performance Monitoring

• Continuously monitor model performance in production (e.g., accuracy, drift, recall).
• Build a retraining and rollback strategy to handle data drift, model drift or edge cases.
• Use dashboards or alerts to track live model degradation.
• Proactively recommend model retirement or replacement.

3. Team Player

• Clearly explain model behavior (e.g. thresholds, decision boundaries).
• Share experiment results, performance comparisons, and trade-offs transparently.
• Collaborate with product managers, engineers, and non-technical stakeholders.
• Align ML decisions across the team for unified communication.
• Follow lean documentation principles: be precise, but cover key code, decisions, and the chosen approach

JOB REQUIREMENTS

-

BUSINESS SEGMENT

PLATFORM