Reference 260001GN

Responsibilities

Lead Machine Learning EngineerResponsibilities

Lead and own the end‑to‑end production lifecycle of ML and LLM models (must have), ensuring models are deployable, scalable, observable, and maintainable.
Define and enforce ML engineering and MLOps standards across teams (must have).
Design and maintain CI/CD pipelines for ML workloads (must have).
Act as technical lead and mentor for ML engineers and contributors (must have).
Partner with Data Scientists to industrialize research into production systems (must have).
Collaborate with Platform, Cloud, and Data Engineering teams on infrastructure and runtime alignment (must have).
Own model monitoring, drift detection, testing, rollback, and incident analysis (must have).
Evaluate and introduce new ML, GenAI, and MLOps tools with a pragmatic, enterprise mindset (good to have).
Contribute to ML governance, reproducibility, and responsible AI practices (good to have).

Key Skills & Expertise

Cloud & DevOps: Azure (must have), CI/CD using Jenkins, GitHub Actions, ArgoCD (must have)




Container & Orchestration: Docker, Kubernetes (must have)
Workflow Orchestration: Airflow (must have)
Programming: Production‑grade Python (must have)
ML Engineering & GenAI: LLM integration, prompt engineering, model packaging and lifecycle management (must have)
Testing & Quality: Pytest, integration and system testing for ML systems (must have)
Data: SQL, relational databases, basic reporting and dashboards (must have)
ML Platforms: MLflow, Databricks (valuable to have)
LLM Frameworks: LangChain, LangGraph, agent‑based patterns (good to have)
Data Science Awareness: ML algorithms, feature engineering, evaluation metrics, bias/leakage awareness (awareness required)
Specialized Use Cases: OCR and document processing pipelines (good to have)
Frontend / Visualization: Streamlit, widgets, lightweight UI layers (good to have)
Mindset: Awareness of emerging technologies and new tooling (good to have)

Required

Pro

📌 Lead ML Engineer (Bengaluru)
🏢 Societe Generale Global Solution Centre
📍 Bengaluru