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Production ML Systems Engineer
Production ML Systems EngineerPhonologies (India) • Pune, Republic Of India, IN
Production ML Systems Engineer

Production ML Systems Engineer

Phonologies (India) • Pune, Republic Of India, IN
8 days ago
Job description

About the Role

Phonologies is seeking a hands-on ML Engineer who bridges data engineering and machine learning designing and implementing production-ready ML pipelines that are reliable, scalable, and automation-driven.

You'll own the end-to-end workflow : from data transformation and pipeline design to model packaging, fine-tuning preparation, and deployment automation.

This is not a Data Scientist or MLOps role its data-focused engineering position for someone who understands ML systems deeply, builds robust data workflows, and develops the platforms that power AI in production.

Role & responsibilities

Machine Learning Pipelines & Automation :

  • Design, deploy and maintain end-to-end ML pipelines.
  • Build data transformation tiers (Bronze, Silver, Gold) to enable structured, reusable workflows.
  • Automate retraining, validation, and deployment using Airflow, Kubeflow, or equivalent tools.
  • Implement Rules-Based Access Control (RBAC) and enterprise-grade authorization.

API & Platform Architecture :

  • Develop robust APIs for model serving, metadata access, and pipeline orchestration.
  • Participate in platform design and architecture reviews, contributing to scalable ML system blueprints.
  • Create monitoring and observability frameworks for performance and reliability.
  • Cloud & Deployment :

  • Deploy pipelines across cloud (AWS, Azure, GCP) and on-prem environments, ensuring scalability and reproducibility.
  • Collaborate with DevOps and platform teams to optimize compute, storage, and workflow orchestration.
  • Collaboration & Integration :

  • Work with Data Scientists to productionize models, and with Data Engineers to optimize feature pipelines.
  • Integrate Firebase workflows or data event triggers where required.
  • Preferred candidate profile

    Experience : 5+ years in Data Engineering or ML Engineering , with proven experience in :

  • building data workflows and ML pipelines
  • packaging and deploying models using Docker & CI / CD
  • designing platform and API architecture for ML systems.
  • Technical Skills :

  • Programming & ML : Python, SQL, scikit-learn, XGBoost, LightGBM
  • Data Engineering & Cloud Pipelines : Large-scale preprocessing, containerized ETL (Docker, Airflow, Kubernetes), workflow automation
  • Data Streaming & Integration : Apache Kafka, micro-batch and real-time ingestion
  • ML Lifecycle & Orchestration : MLFlow, CI / CD, Dagshub, Databricks, A / B Testing, modular ML system design
  • API & Platform Development : FastAPI, Flask, RESTful APIs, architecture planning
  • Data Governance, Privacy, Security & Access Control : Schema registry, lineage tracking, secure data handling, audit logging, RBAC
  • AutoML & Optimization : PyCaret, H2O.Ai, Google AutoML
  • Model Monitoring & Automation : Drift detection, retraining workflows, Airflow / Kubeflow automation
  • Education : Bachelors or Masters in Computer Science , Machine Learning , or Information Systems .

    Communication & Collaboration : Translating technical concepts, business storytelling, cross-functional delivery.

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    Ml Engineer • Pune, Republic Of India, IN

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