Ajay Deshpande

San Diego, California, United States
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Summary

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Rockstar
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Ajay Deshpande is a computer science researcher and engineer with 13 years of industry experience and 11+ years of hands-on development, based in San Diego. He specializes in deploying and operating ML systems at scale, with notable contributions to Intel Labs' Reinforcement Learning Coach where he implemented Kubernetes orchestration, multinode testing, CI/CD flows, and enhanced logging for distributed trainers and workers. Comfortable bridging research and production, Ajay has a strong academic foundation with a master's from University at Buffalo and a BE from WIT Solapur. He brings a pragmatic DevOps mindset to machine learning projects, often focusing on automation and reliability to turn experimental code into robust, deployable systems.
code13 years of coding experience
bookMaster's degree, Master's degree at University at Buffalo
bookBachelor of Engineering (BE), Bachelor of Engineering (BE) at WIT Solapur
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Github Skills (9)

kubernetes10
python10
cicd10
kubernetes-pods10
dockers9
docker9
automations8
automation8
testing8

Programming languages (5)

C++GoJupyter NotebookJsonnetPython

Github contributions (5)

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IntelLabs/coach

Oct 2018 - Apr 2019

Reinforcement Learning Coach by Intel AI Lab enables easy experimentation with state of the art Reinforcement Learning algorithms
Role in this project:
userDevOps Engineer
Contributions:11 commits, 7 PRs, 65 pushes in 6 months
Contributions summary:Ajay primarily contributed to the deployment and operational aspects of the reinforcement learning project. They implemented and modified Kubernetes orchestration, including the deployment of trainers and workers, and added logging capabilities for worker processes. The user also integrated CI/CD flows and multinode testing frameworks using Kubernetes, demonstrating expertise in automating build, test, and deployment procedures for the project.
starcraftstate-of-the-artdeep-reinforcement-learningstarcraft2carla
Contributions:9 commits in 4 months
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Ajay Deshpande