Machine Learning

1 day ago

Bengaluru, India Aarambh Consultant Full time
  1. Job Title: Machine Learning (ML) Architect

Summary:The Machine Learning Architect designs and oversees AI/ML architecture for scalable enterprise solutions. This role sets technical direction, drives ML operations (MLOps), ensures high model performance, security, compliance, and bridges data, engineering, and business objectives.

Key Responsibilities:

  • Architect and maintain ML pipelines spanning data preparation, model training, deployment, monitoring, and retraining.
  • Define standards/best practices for MLOps, feature management, model versioning, CI/CD, and model registry.
  • Collaborate with DevOps, Security, Compliance and Data Governance teams on infrastructure and policies.
  • Evaluate, select, and integrate appropriate frameworks and platforms (PyTorch, TensorFlow, AWS Sagemaker, Vertex AI, Kubeflow, etc.).
  • Optimize computational resource utilization and cost for cloud/hybrid environments.
  • Lead technical design reviews, root cause analyses, and system troubleshooting.
  • Document architecture and mentor teams in scalable ML solution design.

Required Skills:

  • Deep knowledge of ML algorithms, statistical modeling, data engineering, and distributed systems.
  • Strong programming (Python, Scala, Java) and hands-on MLOps exposure.
  • Cloud expertise (AWS, Azure, GCP), especially ML-native services.
  • Proficiency in containerization/orchestration (Docker, Kubernetes).
  • Familiarity with CI/CD pipelines, GitOps, and Infrastructure as Code.
  • Excellent communication, system documentation, and leadership skills.

Preferred Qualifications:

  • Experience with Explainable AI, responsible AI, and ML governance.
  • Prior experience leading large-scale deployments of ML solutions.

Tools & Technologies:Python, PyTorch, TensorFlow, MLFlow, Airflow, AWS, GCP, AzureML, Docker, Kubernetes, Apache Spark.

Experience:8+ years in ML/Data Science/Software Engineering, 3+ years architecture leadership.

Education:Bachelor's/Master's in Computer Science, Data Science, or similar technical field.

Job Type: Full-time

Pay: ₹4,000, ₹6,000,000.00 per year

Work Location: In person

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