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Machine Learning Computer Science

Location:
Berkeley, CA
Posted:
February 25, 2024

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Resume:

Shi Hao, Lee

510-***-**** ad3wpq@r.postjobfree.com linkedin.com/in/shi-hao-lee github.com/leeshihao EDUCATION

University of California, Berkeley, USA May 2025

Computer Science, Applied Mathematics double major: GPA 3.97/4.0

Coursework: Data Structures, Algorithms, Machine Learning, Computer Vision, Databases, Optimization

Awards: Dean’s List - top 10% of students (every semester), Computer Science Honors Program (Fall 2023) University of Cambridge, UK Pembroke Summer Program Summer 2022 EXPERIENCE

Lawrence Berkeley Lab, NucScholar Undergraduate Research Assistant January 2023 – Present

Built data augmentation pipelines with BERT, GPT to train Question-Answer model for nuclear science papers

Benchmarked 5 Large Language Models on paraphrasing task, constructed parser to isolate nuclides National Research Foundation Strategy Intern May 2023 – July 2023

Researched policy piece on the governance of deeptech R&D, evaluated >10 funding proposals (>$1 Billion)

Explored GPT’s viability across organization workstreams, proposed prompt engineering solutions Kilde Financial Technologies Data Scientist Intern March 2021 – June 2021

Developed Markov chain model to forecast profitability of loan companies (98% accuracy)

Automated analysis process slashing 40 man-hrs/run, created funneling pipeline for 5 contracts (>$8 Million) PROJECTS

The Rock Machine Learning Project Leader June 2023 – January 2024

Created ML models for climbing route classification and generation using RNNs, LSTMs and Transformers

Led team of 9, brainstormed rock climbing project idea and taught an education series for new members Attune Machine Learning Project Leader August 2022 – May 2023

Led team of 5, deployed real-time anomaly detection VAE model for a startup on AWS Sagemaker

Built data streaming pipeline with PCA, K-means clustering for unsupervised real-time model inference Lil Speare Machine Learning Team Member January 2022 – May 2022

Implemented RNNs, LSTMs and Transformers to convert between Drake rap lyrics and Shakespearean text

Utilized Style Transfer on Taylor Swift songs to create different versions, live demo-ed to >50 people LEADERSHIP

Singapore Student Association President June 2022 – May 2023

Organized large-scale social events for 100+ members, liaised with companies to host recruiting events

Sourced for sponsors, coordinated networking events with past alumni and current students Berkeley Investment Group Investment Analyst January 2022 – May 2023

Researched undervalued companies, pitched investment theses with asymmetric risk/reward ratios

Deep-dived Software and Payments sector, successfully pitched 2 companies into investment group portfolio SKILLS

Languages Python, Java, C++, R, MATLAB, RISV, SQL, Scheme, Ruby on Rails Frameworks Tensorflow, Keras, Scikit-Learn, Pandas, Pytorch, Numpy, Git HOBBIES

Rock Climbing Chess Reading Watching the NBA Relaxing on a patch of grass under the sun



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