Full Time

Perennial Systems- Machine Learning Engineer

Posted by Nexthire • India, India, India

📍 India, India 🕒 February 27, 2026

About the Role

Experience: 3 to 4 years
Role-
Machine Learning Engineer
Remote, Pune


Perennial Systems is looking for a skilled Machine Learning Engineer with hands-on experience deploying models on Google Cloud Platform (GCP) using Vertex AI. This role involves enabling real-time and batch model inferencing based on specific business requirements, with a strong focus on production-grade ML deployments.


Key Responsibilities:


* Deploy machine learning models on GCP using Vertex AI.


* Design and implement real-time and batch inference pipelines.


* Monitor model performance, detect drift, and manage lifecycle.


* Ensure adherence to model governance best practices and support ML-Ops workflows.


* Collaborate with cross-functional teams to support Credit Risk, Marketing, and Cust...

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