Scope:
Translate business goals into measurable ML goals (KPIs, acceptance thresholds) in collaboration with PMs and data scientists.
Lead the translation of ambiguous product needs into clear ML metrics and success criteria.
Own the full lifecycle from prototyping (incl. deep learning and GenAI) to deployment and monitoring.
Develop and maintain observability dashboards and alerts tied to ML metrics and feature drift.
Run and safeguard models in real time
Champion cross-functional collaboration & governance
Pilot new ML tools/frameworks, leading integration into production where appropriate.
Architect data strategy, championing reproducibility, traceability, and quality across the ML stack
Spearhead adoption of emerging ML trends; run strategic POCs and lead production rollouts of state-of-the-art techniques.
Act as a cross-org ML thought leader—aligning product, infra, legal, and UX on responsible ML.
Essential Duties and Responsibilities (All Levels):
Assist in data cleaning, feature engineering, testing basic ML models, write and debug straightforward scripts




Develop ML modules, assist in deployment, support data pipelines, contribute to documentation and unit testing
Support data preparation, model training under guidance, debug code, attend knowledge sessions
Level 3–5 Additional Responsibilities:
Lead ML solution design, own production deployments, optimize inference models, drive MLOps practices
Architect end-to-end solutions for AI-driven services (e.g., IT ticket routing, network anomaly detection), lead AI projects
Define enterprise AI roadmap, establish AI governance, lead high-impact client engagements, scale AI maturity company-wide
Develop and maintain smaller AI modules (e.g., anomaly detection), assist in deployments, write technical documentation
Lead development of scalable ML models, integrate into ITSM systems, ensure compliance and performance metricsArchitect end-to-end AI platforms, oversee cross-domain projects (e.g., NLP for service desk, CV for ass

📌 AI/ML Engineer II (India)
🏢 Astreya
📍 India