Matthew Denton Email & Phone Number

London, London, Gb

Foundational Research

Santa Monica, California, Us

Perception (2022-2023) and GenAI (2024)• Technical Lead for on‐device machine learning framework for real‐time inference in C++• Reduced latency of critical computer vision pipeline from 40ms to 12ms• Trained, optimized, and launched on‐device code decoding model• Deployed distilled CLIP model in CoreML and TFLite• Compressed models using fp16, int8, and dictionary quantization schemes • Mentored junior engineers and interns in on‐device ML

Mountain View, California, Us

• HW/SW Co‐design for large‐scale DNN training on emerging photonic systems• Optimized performance of large DNNs (BERT, DLRM) in Python and C++• Evaluated multiple architectures and process nodes for upcoming tape‐out

Atlanta, Georgia , Us

Synergy Lab under Dr. Tushar Krishna

Cupertino, California, Us

• Applied machine learning techniques to design verification• Implemented LSTMs, Transformers, and MLPs in PyTorch• Leveraged Gaussian mixture models using scikit‐learn

Santa Clara, Ca, Us

TensorRT• Developed TensorRT-accelerated 3D convolution and deconvolution for TensorFlow • Demonstrated 6x inference speedup for V-Net medical imaging on GPU• Profiling CUDA and C++ code

Atlanta, Georgia , Us

• Awarded 2019 Outstanding ECE Graduate Teaching Assistant• Devised homework assignments and class projects in C and VHDL• Conducted in-class lectures as well as weekly recitation• Covered data paths, performance, pipelines, caches, virtual memory, scheduling, coherence, concurrency, and power

Atlanta, Georgia , Us

ECE 3056 - Architecture, Concurrency, and Energy in Computation• Recitation, Office Hours, Grading

Santa Clara, Ca, Us

• GPU Architecture for Graphics, HPC, and Deep Learning• Memory Access Pattern Studies• Binary Instrumentation• CUDA• Big Data with Python and Pandas

Auburn, Al, Us

• Examined current-induced barrier breakdown of superconducting Nb/Al-AlOx/Nb Josephson Junctions for use with RSFQ digital logic • Designed PCB in KiCad to facilitate automated thermal testing of Josephson Junctions• Wrote Python scripts to automate device testing using GPIB• Simulated superconducting digital circuits using wrSpice

Lexington, Ma, Us

• Investigated electromigration of hydrogen cations in niobium superconductors• Characterized behavior of Adiabatic Quantum Flux Parametrons (AQFP) for superconducting digital logic• Wrote MATLAB code to control GPIB instruments for data measurement and analysis

Exton, Pa, Us

• Designed a front-end notification system for the Bentley Connect Portal, where notifications were retrieved using a RESTful API and displayed using JavaScript (jQuery) and CSS (Bootstrap)• Implemented a guided tour feature for the Connect homepage using Hopscotch JS framework

Exton, Pa, Us

• Created a Python script to systematically generate a website for the distribution of Bentley Mobile apps• Served the most up-to-date iOS and Android apps to Bentley users without the need of a proprietary app store

Ph.D (Incomplete), Computer Engineering

Ms Thesis

Bachelor'S, Electrical And Computer Engineering