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Architect - MLOps & Databricks
Architect - MLOps & DatabricksQuantiphi • Delhi, India
Architect - MLOps & Databricks

Architect - MLOps & Databricks

Quantiphi • Delhi, India
10 hours ago
Job description

We are seeking a skilled and passionate ML Engineer with 7+ years of experience to join our team. The ideal candidate will be instrumental in developing, deploying, and maintaining machine learning models, with a strong focus on MLOps practices. This role requires hands-on experience with Azure cloud services, Databricks, and MLflow to build robust and scalable ML solutions.

Location :

Bangalore (Current or open to relocate)

Workplace : Hybrid (3 days WFO)

Responsibilities :

  • Design, develop, and implement machine learning models and algorithms to solve complex business problems.
  • Collaborate with data scientists to transition models from research and development to production-ready systems.
  • Build and maintain scalable data pipelines for ML model training and inference using Databricks.
  • Implement and manage the ML model lifecycle using MLflow for experiment tracking, model versioning, and model registry.
  • Deploy and manage ML models in production environments on Azure, leveraging services like Azure Machine Learning, Azure Kubernetes Service (AKS), or Azure Functions.
  • Support MLOps workloads by automating model training, evaluation, deployment, and monitoring processes.
  • Ensure the reliability, performance, and scalability of ML systems in production.
  • Monitor model performance, detect drift, and implement retraining strategies.
  • Collaborate with DevOps and Data Engineering teams to integrate ML solutions into existing infrastructure and CI / CD pipelines.
  • Document model architecture, data flows, and operational procedures.

Qualifications :

  • Education : Bachelor’s or Master’s Degree in Computer Science, Engineering, Statistics, or a related quantitative field.
  • Skills :

  • Strong proficiency in Python programming for data manipulation, machine learning, and scripting.
  • Hands-on experience with machine learning frameworks such as Scikit-learn, TensorFlow, PyTorch, or Keras.
  • Demonstrated experience with MLflow for experiment tracking, model management, and model deployment.
  • Proven experience working with Microsoft Azure cloud services, specifically Azure Machine Learning, Azure Databricks, and related compute / storage services.
  • Solid experience with Databricks for data processing, ETL, and ML model development.
  • Understanding of MLOps principles and practices, including CI / CD for ML, model versioning, monitoring, and retraining.
  • Experience with containerization technologies (Docker) and orchestration (Kubernetes, especially AKS) for deploying ML models.
  • Familiarity with data warehousing concepts and SQL.
  • Ability to work with large datasets and distributed computing frameworks.
  • Strong problem-solving skills and attention to detail.
  • Excellent communication and collaboration skills.
  • Nice-to-Have Skills :

  • Experience with other cloud platforms (AWS, GCP).
  • Knowledge of big data technologies like Apache Spark.
  • Experience with Azure DevOps for CI / CD pipelines.
  • Familiarity with real-time inference patterns and streaming data.
  • Understanding of responsible AI principles (fairness, explainability, privacy).
  • Certifications :

  • Microsoft Certified : Azure AI Engineer Associate
  • Databricks Certified Machine Learning Associate (or higher)
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