Job details
About the role In this role, you will: ● Work on all aspects of a production machine learning platform: acquiring data, training and building models, deploying models, building API services for exposing these models, maintaining them in production, and more. ● Work on performance tuning of models ● From time to time work on support and debugging of these production systems ● Work on researching the latest technology in the areas of our interest and applying it to build newer products and enhancement of the existing platform. ● Building workflows for training and production systems ● Contribute to documentation While the emphasis will be on researching, building, and deploying models into production, you will be expected to contribute to the aspects mentioned above. About you ● You are a seasoned machine learning engineer(or data scientist). Our ideal candidate is someone with 10+ years of experience in production machine learning. Must Haves ● You should be experienced in framing and solving complex problems with the application of machine learning or deep learning models. ● Deep expertise in computer vision or NLP with the experience of putting it into production at scale. ● You have experienced that and understand that modelling is only a small part of building and delivering AI solutions and know what it takes to keep a high-performance system up and running. ● Managing a large scale production ML system for at least a couple of years ● Optimization and tuning of models for deployment at scale ● Monitoring and debugging of production ML systems ● An enthusiasm and drive to learn, assimilate and disseminate the state of the artresearch. A lot of what we are building willrequire innovative approaches using newly researched models and applications. ● Past experience of mentoring junior colleagues ● Knowledge of and experience in ML Ops and tooling for efficient machine learning processes Good to Have ● Our stack also includes languages like Go and Elixir. We would love it if you know any of these or take interest in functional programming. We use Docker and Kubernetes for deploying our services, so an understanding of this would be useful to have. ● Experience in using any other platform, frameworks, tools. Other things to keep in mind ● Our goal is to help a significant part of the world’s population unlock real opportunities. This is an opportunity to make a positive impact here, and we hope you like it as much as we do.
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