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Janarbek Matai
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I work on AI/ML at AMD. Previously, I was with Qualcomm AI Research, and I worked in several interesting and interrelated areas. My primary goal is to make computer vision/machine learning workloads e
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2026-03-01 20:16:18
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Janarbek Matai - Janarbek Matai! Toggle navigation Janarbek Matai About Me Projects Teaching Publications Blog I work on AI/ML at AMD. Previously, I was with Qualcomm AI Research, and I worked in several interesting and interrelated areas. My primary goal is to make computer vision/machine learning workloads efficient either by designing hardware accelerators or making the models more efficient. I also teach at University of California, San Diego for Master of Advanced Studies Program. You can find more about Master of Advanced Studies program here: https://jacobsschool.ucsd.edu/mas/faculty-staff Currently I work on following areas: Full stack machine learning: HW-SW co-design for low power machine learning (full stack optimization of ML from model to hardware level. Full stack optimization: Quantization, model level optimization, graph level optimization, hardware level optimization) Efficient large language models (mostly focused on the state space models and ...
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