Avinash Ranganath

Lead Machine Learning Engineer at Freelance

Stockholm, Sweden
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Summary

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Senior
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Avinash Ranganath is a Lead Machine Learning Engineer based in Stockholm with a decade of experience bridging academic robotics research and production ML systems. He holds a PhD in Intelligent Robotics and has driven research on locomotion, morphology and learning for legged and limbless robots before transitioning to applied roles at KTH, Clemson and as a freelance RL/ML engineer. Currently leading ML efforts at Brick, he combines deep reinforcement learning expertise with practical deployment experience building perception and control systems, including a UAV visual recognition project during an industry internship. Comfortable switching between research and product delivery, he has a track record of turning novel robot learning ideas into reproducible implementations and consulting on RL solutions. His background across European and US institutions gives him a cross-cultural, research-driven approach to engineering complex ML pipelines. Avinash’s profile reflects both academic rigor and hands-on software engineering—someone who still treats models as experiments and production systems as engineering.
code10 years of coding experience
job12 years of employment as a software developer
bookMaster's degree, Artificial Intelligence, Master's degree, Artificial Intelligence at The University of Edinburgh
bookCharles III University of Madrid (Universidad Carlos III de Madrid)
bookBengaluru University
languagesEnglish, Kannada, Hindi, Spanish
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Stackoverflow

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Github Skills (14)

sum10
sum-product10
python9
machine-learning9
deep-learning9
inference8
pytorch8
tensorflow8
neural-network7
data-science7
visual-odometry6
ml5
deep-neural-networks5
odometry3

Programming languages (2)

C++Python

Github contributions (5)

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pronobis/libspn

Oct 2016 - Aug 2018

Library for learning and inference with Sum-product Networks
Contributions:412 commits in 1 year 10 months
pytorchsum-productdeep-learninginferencemachine-learning
nash911/ANN-Backpropagation

Sep 2015 - Nov 2020

Contributions:13 commits, 5 pushes, 2 branches in 5 years 2 months
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Avinash Ranganath - Lead Machine Learning Engineer at Freelance