๐ Hi, Iโm @johngrahamreynolds. I finished my B.S. in Physics, Mathematics at Johns Hopkins University in May 2020.
๐ฑโโ๏ธ๐๐ I'm a Machine Learning / Data Engineer at Vanderbilt University (Jan. 2022 -> present), and
ใ๐ใ a mathematical physicist with interests in Quantum Gravity, AI, Quantum Computing, and Pure Mathematics.
My background of research (๐) and professional (๐ฉ) experience includes:
- ๐ฉ๐ AI and Deep Learning research and engineering - training state of the art multi-million to multi-billion parameter Encoder, Decoder, and Transformer models (Hugging Face ๐ค profile)
- ๐ฉ Using Apache Spark and techniques from High-Performance Computing to engineer big data
- ๐ Theoretical Physics research on Black Holes, String Theory, General Relativity, and more - advised by David Kaplan (a fantastic article and video of David explaining the ideas I worked on!)
- ๐ Observational Cosmology and Cryogenics research and development - advised by Co-PIs Toby Marriage, Chuck Bennett (CLASS Telescope website)
See my current resume here.
๐ Iโm interested in ...
๐ณ๐ช๐ฎ Theoretical Physics (Quantum Gravity, Quantum Information, Strings/Holography)
๐ค๐๐ AI, Deep Learning, HPC (Transformers, BERT, GPT, etc., GPUs/TPUs, Mathematics+Code generation, Deep Reasoning)
๐ฌ๐ฅ๐ค Quantum Information, Quantum Computing (Theory and Development- Quantum Algorithms, Cryogenics etc.)
โผ๏ธ๐งฎโ Pure and Applied Mathematics (Theoretical Computer Science, Differential/Kรคhler/Calabi-Yau Geometry, Set Theory and Logic/Foundations of Mathematics)
๐งช๐น๐บ Using all of the above to consider ways of improving the Human Condition (GenAI, Virtual Reality/Simulations/Emulations, Brain-Computer Interfaces, Space Exploration etc.)
๐ฑ Iโm currently learning and solving problems in...
๐ป๐๐ง Classical AI/ML and Quantum Computing/Information
๐พ๐๐ Mathematical Physics pertaining to String Theory, Holography and Quantum Field/Information Theory
๐ง Iโm working ...
๐จโ๐ป๐จโ๐ฌ๐ทโโ๏ธ Professionally as a Machine Learning and Data Engineer
๐งตโ๏ธ๐ To type up solutions and notes on String Theory, Pure Mathematics, Generative AI, Quantum Computing, and more
๐ซ How to reach me ...
๐ฉ๐ฌ๐ง johngrahamreynolds@gmail.com, Hugging Face ๐ค: @MarioBarbeque, LeetCode: @johngrahamreynolds
Links to the folders/repos within my page are below:
-
This repo contains the training, evaluation, and custom evaluation code used to train a large multilabel text classification model atop RoBERTa. -
This folder houses all things physics research related (mathematical physics, experimental physics, etc.) -
This folder houses all things related to quantum computing and quantum engineering -
This repo contains various attempts to improve Claude's postprocessing ability with mathmematics and code generation. -
This folder houses a short project I created in a few hours time as part of a job interview