We are looking for a Machine Learning Engineer with 3+ years of industry experience to lead the design, development, and deployment of AI-powered systems. This role combines hands-on ML engineering, backend development, LLM integration, and production-grade infrastructure work. You will work closely with product and engineering teams to build reliable, scalable, and high-impact machine learning features.

The candidate will have responsibilities across the following functions:

Machine Learning and LLMs:
Integrate LLMs (OpenAI, Anthropic, etc. ) into pipelines, prompting, workflows, RAG, evaluation, and iteration.
Design robust prompt engineering strategies and maintain prompt libraries across environments.
Build AI systems for OCR, document understanding, information extraction, and classification.
Improve model performance via fine-tuning, quantisation, pruning, or distillation when needed.
Build, train, finetune, and optimise ML and LLM-based models for production use cases.

Backend Engineering:
Develop scalable backend systems using Python (FastAPI/Flask preferred).




Architect and integrate REST APIs, rate limiting, and monitoring.
Debug, profile, and optimise API performance in production.

Infrastructure and DevOps:
Build and deploy containerised applications using Docker.
Manage model and service deployments on Kubernetes (EKS, GKE, AKS, or self-managed clusters).
Work with CI/CD pipelines to ensure smooth releases and automated testing.
Implement logging, monitoring, and alerting for ML and backend services.

Collaboration and Leadership:
Work closely with cross-functional teams to convert business problems into ML solutions.
Provide technical guidance to junior engineers and contribute to architectural decisions.
Bring a robust bias for shipping, iteration, and maintaining high engineering standards.

Requirements:
3 to 6 years of hands-on experience as an ML Engineer or similar role.
Expert-level Python programming and clean code practices.
Strong experien

📌 Machine Learning Engineer (Bengaluru)
🏢 ProductNOVA
📍 Bengaluru