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Lead MLOps Engineer - Kubernetes

Lead MLOps Engineer - Kubernetes

Squareroot Consulting Pvt Ltd.Bangalore
30+ days ago
Job description

We are Series C funded Startup building Analytical products & solutions.

Position : Lead MLOps Engineer

Work Location : Bangalore, India

Experience : 8 to 12 yrs

Education : Bachelors / Masters / PhD Degree in Computer Science / Machine Learning

Requirements :

  • Atleast 3+ years of experience in implementing MLOps framework to scale up ML in production.
  • Hands-on experience with Kubernetes, Kubeflow, MLflow, Sagemaker, and other ML model experiment management tools including training, inference, and evaluation.
  • Experience in ML model serving (TorchServe, TensorFlow Serving, NVIDIA Triton inference server, etc.)
  • Proficiency with ML model training frameworks (PyTorch, Pytorch Lightning, Tensorflow, etc.).
  • Experience with GPU computing to do data and model training parallelism.
  • Solid software engineering skills in developing systems for production.
  • Strong expertise in Python.
  • Building end-to-end data systems as an ML Engineer, Platform Engineer, or equivalent.
  • Experience working with cloud data processing technologies (S3, ECR, Lambda, AWS, Spark, Dask, ElasticSearch, Presto, SQL, etc.).

Roles and Responsibilities :

  • Architect, build and integrate end-to-end life cycles of large-scale, distributed machine learning systems i.e. ML Ops using cutting-edge tools / frameworks.
  • Develop tools and services for explainability of ML solutions.
  • Implement distributed cloud GPU training approaches for deep learning models.
  • Build software / tools that improve the rate of experimentation for the research team and extract insights from it.
  • Identify and evaluate new patterns and technologies to improve the performance, maintainability, and elegance of our machine learning systems.
  • (ref : hirist.tech)

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