Mahesh Balasubramanian
Sr. Engineer Machine Learning - Qualcomm CR&D
- Role
- Senior Machine Learning Engineer - Qualcomm Corporate R & d at 高通
- Location
- San Diego, CA, US
- LinkedIn followers
- 500 followers
About Mahesh Balasubramanian
AL/ML Engineer with a doctoral degree in computer architecture and compilers for…
Experience
Senior Machine Learning Engineer - Qualcomm Corporate R & d
Nov 2021 — Present · San Diego, CA, US
AL/ML Optimization* Compiler optimizations and analysis of Transformer networks for AI100 inference processors. This includes analyzing models like BERT for performance bottlenecks on the custom accelerators and architect compiler or kernel level optimizations.* Performance Modeling / Analysis / Scheduling : Architected a Python based tool for analyzing AI workloads at the pre-silicon stage. This includes exposing the tool to multiple scheduling strategies and memory optimization strategies to increase the overall inference rate of the AI workloads.* Developed a C++ based framework for resource mapping and scheduling based on kernel performance.
Education
The University of Texas at San Antonio
Master's degree, Electrical Engineering
2012 — 2013
Anna University Chennai
Bachelor's degree, Electrical and Electronics Engineering
2007 — 2011
Arizona State University
Doctor of Philosophy (PhD), Computer Engineering
Skills
- Autocad
- Orcad Capture Cis
- Gtkwave
- C
- Design Vision
- Dreamweaver
- Matlab
- Spice
- Html
- Mpi
- Hspice
- Redhat
- Ubuntu
- Verilog
- Pspice
- Labview
- Electronics
- Pcb Editors
- Electronic Design Automation
- Linux
- Modelsim
- Orcad
- C++ Language
- Test Automation
- Xilinx
- Cadence
- Circuit Design
- Business Plan Formulation
- Pcb Design
- Dmaic
- Semiconductors
- Tcl
- Psim
- Computer Architecture
- Icarus Verilog
- Embedded Systems
- Etap
- Microsoft Office
- Vlsi
- Rtl Design
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