Senior Machine Learning Engineer

Role Summary
Looking for a Machine Learning Engineer who can independently own and deliver data and machine learning modules end‑to‑end. This role goes beyond model development — the engineer will handle requirements gathering, data discovery, solution design, pipeline development, deployment, monitoring, and ongoing support. The ideal candidate thrives in ambiguous environments with incomplete requirements and limited documentation, relying on independent investigation and solid engineering judgment.

Responsibilities
Solution Delivery
Own medium‑to‑high complexity modules from requirement to production
Translate business and technical requirements into implementable solutions
Identify missing information, assumptions, dependencies, and risks early
Drive technical discovery independently without waiting for complete specifications
Data Engineering
Identify and validate required datasets and source systems
Perform data profiling, quality analysis, and validation
Design and build reliable ETL pipelines using AWS services and Python




Optimize jobs for performance, scalability, maintainability, and cost
Machine Learning
Develop ML solutions for segmentation, recommendation, personalization, classification, regression, and forecasting
Select approaches based on data availability, business goals, and operational constraints
Evaluate trade‑offs between ML and non‑ML approaches
Build practical, production‑ready solutions
Production Ownership
Deploy and support delivered modules
Define monitoring, validation, and failure‑handling strategies
Troubleshoot production issues and perform root‑cause analysis
Ensure reproducibility, testability, and maintainability of solutions
Engineering Quality
Write clear, maintainable, production‑quality Python code
Apply robust testing and validation techniques
Make thoughtful decisions around performance, cost, and reliability
Review and improve existing implementations
Stakeholder Collaboration
Work with b

📌 AI/ML Manager (Bengaluru)
🏢 Innova ESI
📍 Bengaluru