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January 15, 2025 00:12
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# NOTE: Resume originally formatted to fit a standard terminal screen (80 px) | |
Fern Balsam (she/they) | |
community-funded open-source ml researcher / part-time outdoor adventurer | |
9 years of experience developing and aggressively optimizing neural networks | |
[ primary ] goal: societal impact via applied research and surrounding work | |
[ secondary ] goal: pure research extending theory of deep learning | |
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| | | |
| Achievements | | |
| | | |
| - Recognized by OpenAI cofounder & former head of AI at Tesla for | | |
| significantly advancing the world record on a well-known benchmark: | | |
| https://x.com/karpathy/status/1620103412686942208 | | |
| | | |
| - Received unconditional cash grant from 30 under 30 entrepreneur Daniel | | |
| Gross and former GitHub CEO Nat Friedman to further support high | | |
| performance open source neural network research: https://aigrant.org/ | | |
| (listed under “TySam”, name used during transition) | | |
| | | |
| - Attended university from the ages of 16-20 on a full ride scholarship | | |
| as a National Merit Scholar, graduated with honors | | |
| | | |
| - Proud Eagle Scout & long-distance backpacker | | |
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| | | |
| Research.Skills | | |
| | | |
| beginner skilled | | |
#| scratch implementation [##############......] | | |
#| distributed [#####...............] | | |
#| architecture design [###############.....] | | |
#| long-term perf. refinement [##################..] | | |
| | | |
#| architecture types: | | |
#| * transformer [###############.....] | | |
#| * recurrent [########............] | | |
#| * convolutional [##################..] | | |
| | | |
| | | |
| Dev.Style | | |
| | | |
| rapid [##################....] methodical | | |
| | | |
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| | | |
| Career.Timeline | | |
| | | |
| [LU..*|BNSF*|BNSF..1.3y|EXP...................4.5y|Open-Source....2.5y] | | |
| ^_____^ .25 y | | |
| | | |
| |---------------------------------------------------------------------| | | |
| | Details | | | |
| ------------ | | |
| | | |
| 1|Intern 2|Intern | | |
| #|Liberty University [LU] #|[BNSF] Railways | | |
| #|tasks: [investigated,recommended #|tasks: [automated,monitored] | | |
| #| improvements to] physical campus mass repository migration to SVN | | |
| badge security | | |
| | | |
| 3|Software Developer 4|ML Research Engineer | | |
| #|[BNSF] Railways #|Expedition Technology [EXP] | | |
| #|tasks: [migrated,maintained, #|tasks: | | |
| #| provided on-call support] for #|* [source,filter,read,share] | | |
| large-scale EDI messaging system #| relevant [papers,techniques] | | |
| #|* [implement,prep,upgrade,maintain]| | |
| #| deployable models sourced via | | |
| #| [papers,github] | | |
| * [create,clean,maintain] data | | |
| [intake,pipelines,labels] | | |
| | | |
| 5|Community-Funded Open Source Researcher [Open-Source] | | |
| # built several open-source projects & shared knowledge with community | | |
| # members over several years, supported by donations, savings, | | |
| # and occasional consulting/contracting work. | | |
| # popular projects: | | |
| # - hlb-CIFAR10, reducing the previous longstanding DawnBench world | | |
| # record by >2.5x: https://github.com/tysam-code/hlb-CIFAR10 | | |
| # - hlb-gpt, a rapid and simple trainer for developing and testing | | |
| # language model techniques: https://github.com/tysam-code/hlb-gpt | | |
| # - helped significantly contribute to reducing the world record time for | | |
| # modded-nanoGPT: https://github.com/KellerJordan/modded-nanogpt | | |
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| | | |
| [SCHOOLING] [INTERESTS] | | |
| liberty university -- 3.54 gpa long-distance self-propelled adventure | | |
| comp science [maj], math [min]. info-theoretic approaches to | | |
| honors + national merit scholar understanding neural networks | | |
| building community | | |
| meaningful experiences | | |
| | | |
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| |~{ mailbox:[email protected] }~| | |
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