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 and Decoder 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 [email protected], 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