William Berger
@williamberger
I build full-stack automation tools and machine learning systems from scratch.
What I'm looking for
I've built an AI-powered job search automation system in Python that aggregates and processes 180+ postings per run through JobSpy/Indeed, Google Drive, Apify, and Gmail.
For my Pokédex Transformer Language Model, I implemented a roughly 3M-parameter decoder-only transformer from scratch in PyTorch. I trained it on a custom 900K-token corpus and used information-theoretic analysis to distinguish learning from frequency matching.
At CORSAIR, I validated Dolby Atmos compatibility across 10+ headset models, identified 5+ critical firmware issues, and created user guides from firmware and software requirements.
I'm a UCLA Mathematics of Computation student who brings Python, Java, JavaScript, debugging, technical documentation, and cross-functional product experience to software and AI projects.
Experience
Work history, roles, and key accomplishments
Executed systematic validation testing across 10+ headset models for Dolby Atmos compatibility, identifying 5+ critical firmware issues. Analyzed firmware and software requirement documents to create user guides for 3+ headset models, streamlining customer onboarding processes.
Education
Degrees, certifications, and relevant coursework
University of California, Los Angeles
Bachelor of Science, Mathematics of Computation
Activities and societies: VP, Bruin Formula 1 Business Team (2024-25)
Pursuing a Bachelor of Science in Mathematics of Computation with coursework in machine learning, complex algorithms, and data structures.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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