Role Summary
This role is suited for a candidate with deeper interest and capability in machine learning systems, model development, model evaluation, inference workflows, experimentation, and analytical problem-solving. The candidate will work on model-driven systems that support product matching, classification, similarity search, explainability, automated decisioning, and quality improvement.
The role requires someone who can understand ML model behavior, analyze outputs, improve inference pipelines, measure performance, and collaborate with science and engineering teams to translate model capabilities into production workflows.
Key Responsibilities
Build, improve, and maintain ML inference pipelines and model-serving workflows.
Work on model evaluation, error analysis, performance tracking, and experimentation.
Analyze model outputs to identify patterns, failure modes, precision / recall trade-offs, and improvement opportunities.
Collaborate with Data Scientists to operationalize models into production-ready systems.
Support model training data preparation, labelling strategy,



validation sample analysis, and benchmark creation.
Work on ML systems involving embeddings, vector search, retrieval, classification, ranking, and match verdict generation.
Develop analytical scripts, notebooks, dashboards, and reports to measure model performance and business impact.
Help improve model explainability by surfacing signals, evidence, decision factors, and confidence indicators.
Support automation workflows where model predictions are used for decisioning and downstream product workflows.
Debug production ML issues related to model outputs, drift, thresholds, retrieval quality, and data inconsistencies.
Contribute to building reusable ML utilities, evaluation frameworks, and experimentation workflows.
Required Skills
4–5 years of relevant experience in ML Engineering, Data Engineering, Data Science Engineering, or Analytics Engineering.
Solid programming skills. Good under

📌 Machine Learning Engineer II (Chennai)
🏢 ClearDemand
📍 Chennai