You-yi Jau
Software Engineer - AI ML, Annapurna ML at Amazon Web Services (AWS)
Seattle, Washington, United States
Summary
👤
Senior🎓
Top SchoolYou-yi Jau is a software engineer specializing in taking AI/ML and computer vision research into production, with a decade of experience building end-to-end systems at scale. Currently on the Annapurna ML team at AWS, he has led LLM-based solutions for large catalog systems, streaming architectures to maximize model throughput, and production training-data cleaning pipelines that improved model accuracy. His background includes robotics localization for Amazon Scout—where he designed pose-initialization and place-recognition methods that boosted robustness—and academic work developing a PyTorch SuperPoint implementation and deep SfM components at UCSD. Comfortable across PyTorch, C++, AWS, Spark, and inference optimization for LLMs, he combines rigorous research instincts with pragmatic deployment skills and a track record of cross-team impact and measurable business outcomes.
10 years of coding experience
6 years of employment as a software developer
University of California, San DiegoBachelor of Science - BS Electrical Engineering, Bachelor of Science - BS Electrical Engineering at National Taiwan University
Github Skills (9)
computer-vision10
pytorch10
deep-learning10
python9
opencv8
machine-learning-models7
data-models7
3d-models7
misc-utils6
Programming languages (6)
Github contributions (5)
eric-yyjau/pytorch-superpoint
Dec 2019 - Feb 2022
Superpoint Implemented in PyTorch: https://arxiv.org/abs/1712.07629
Role in this project:
ML Engineer
ML EngineerContributions:34 commits, 7 PRs, 42 pushes in 2 years 2 months
Contributions summary:You-yi primarily contributed to the `Kitti_inh.py` data loading module, updating image paths and labels to prepare data for Superpoint training. They integrated merging changes and incorporated edits to the utils, model, and export script by merging other branches. The user also enhanced the export script, incorporating classical detector and descriptor methods.
pytorcharxivkittihpatchesabs
eric-yyjau/HDR_image
May 2016 - Nov 2017
Contributions:6 commits, 5 pushes, 1 branch in 1 year 6 months
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