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Senior Machine Learning Operations Engineer
2 weeks ago
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.
- Lead and execute technical projects to completion. Communicate with peers to build requirements and track progress.
- Mentor fellow engineers in your areas of expertise
- Contribute to a team culture that values effective collaboration, technical excellence, and innovation.
- Collaborate with engineers across various functions to solve complex data problems at scale.
Requirements :
Must have :
- 5+ years of professional 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.).
- Having Geospatial / Remote sensing experience is a plus.
Competencies :
- Excellent debugging and critical thinking skills.
- Excellent analytical and problem-solving skills.
- Ability to work in a fast-paced, team-based environment.
Educational Qualifications :
- Bachelors, Masters, or PhD Degree in Computer Science/Machine Learning, SW Engineering.
Benefits :
Why Us?
- Opportunity to work on a unique and futuristic technology setup
- Flat organizational structure and accessibility
- Best-in-class leave policy
- Additional allowances for learning, skill development, broadband, medical insurance cover, etc
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