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Assignments for the 4.0 unit course taken at USC Department of Computer Science as part of my Masters degree

Python 99.79% CSS 0.21%
computer-science dialogue language-processing machine-learning natural-language nlp speech students usc

applied-natural-language-processing-csci544-20201's Introduction

Hello, I am Arnab

I am currently employed at Advanced Micro Devices, Inc. as a Member of Technical Staff (MTS), where I focus on developing scalable, robust kernels for Generative AI models optimized for AMD's AI Engine Block. Previously, I have worked at Qualcomm AI Research as a Senior ML Engineer and Amazon Lab126 Hardware Compute Group as a SysDE ML Compiler Engineer. I graduated with two research focussed masters from University of Southern California in 2020 and an integrated dual degree from Indian Institute of Technology, Kharagpur in 2017. At present, I am concurrently finishing up my doctorate from University of Texas, Austin where my research focus is designing energy-efficient, robust, machine learning algorithms for generative AI edge applications.

I have a pet cat, Oliver. He is quite chonky ๐Ÿ˜„ and a very good boy. Check out his


Skills

  • Built the compiler stack that enabled seamless low-latency, high-throughput generative AI inference on the edge.
  • Optimizing the software stack of inference devices that ensures AI computations on the edge while maininting throughput and reducing latency, eg. processing voice commands on device.
  • Algorithms and architecture co-design for AI accelerators focussed towards training/inference with lesser compute/energy budget. Published a paper in ICASSP 2020.

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