Roman Yakunin
Machine Learning Research Intern at GaTech EIC Lab- Claim this Profile
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Bio
Credentials
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Deep Learning Specialization
CourseraJun, 2021- Nov, 2024
Experience
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GaTech EIC Lab
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United States
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Research Services
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1 - 100 Employee
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Machine Learning Research Intern
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Sep 2023 - Present
Researching compression methods (such as low-bit quantization, pruning, and knowledge distillation) for large language models like Llama 2 for the purpose of reducing model size, accelerating inference, and improving energy efficiency Researching compression methods (such as low-bit quantization, pruning, and knowledge distillation) for large language models like Llama 2 for the purpose of reducing model size, accelerating inference, and improving energy efficiency
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UC Irvine Biorobotics Laboratory
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Irvine, California, United States
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Machine Learning Research Intern
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Jun 2021 - Jun 2023
• Built machine learning models to detect hand opening & closing based off wrist accelerometer and gyroscope measurements for the purpose of passively tracking and promoting the recovery of stroke patients with impaired arm control • Designed data processing pipeline that converts files of time-series sensor data to shards of Box-Cox normalized spectrogram samples • Created system for automatically organizing preprocessed data and results for dozens of tests • Compared the performances of 7 combinations of data processing and machine learning methods (such as KNN, SVM, Dense NN, CNN) across several datasets • Designed a custom convolutional neural network, yielding the most accurate approach for all tests • Produced a method strongly correlated to established HAND algorithm approach yet more practical, paving way for potential deployment on various existing smartwatches for healthcare monitoring • As second co-author, aided in writing and editing paper detailing this work, which was published in the peer-reviewed journal Sensors Show less
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Education
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2023 - 2025
Georgia Institute of Technology
Bachelor of Science - BS, Computer Science -
2018 - 2022
College of the Canyons
Associate Degrees for Transfer in Mathematics and Physics, GPA: 3.99 -
2018 - 2022
Academy of the Canyons
High School Diploma, W/UW GPA: 4.69/3.97
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