unique-divine / gans-for-genomics

Research into the viability of leveraging deep learning to successfully generate synthetic biological samples and identify predictive genetic variants.

§1 — Summary

I'm a programmer that makes music. I'm obsessed with learning, solving problems, and creating, whether this involves music, artwork, or software applications. For work, I build Nibiru Chain, a breakthrough smart contract ecosystem in the blockchain space.

§2 — Some Open-source Projects

Repository	Description
💻 grid-world-plus	A research project in vision-based, deep reinforcement learning. The goal of this project was to improve sample efficiency to interpret memories using transfer learning, unsupervised representation learning, and attention mechanisms.
🐍 python-crypto-api-wrappers	A Python package for wrapping common Crypto APIs like Messari, Coin Market Cap, Etherscan, etc.
NibiruChain/ts-sdk	A TypeScript-based client SDK for interacting with the Nibiru blockchain. Published as @nibiruchain/nibijs on npm.
📝 Commonplace book	Notes, tutorials, and reference materials for Python, Golang and the Cosmos SDK, Typescript, React, Artificial Intelligence, and effective learning.
cellar-subgraphs	Subgraphs to process and store entities for blockchain events emitted from the Sommelier Cellar contracts. Built using The Graph's AssemblyScript library, graph-ts.
🧬 GANs-for-Genomics	Computational genomics research where I leveraged deep learning to generate and learn from synthetic DNA samples.
🏫 Langevin-Dynamics-for-NN-Optimization	Bayesian Neural Network (BNN) implementations based on Langevin Dynamics and tested on real-world data

§3 — Other Passions and Interests

• 🎼 Music: I try not to go a day without practicing 🎷 or 🎹.
• 🧠 Anki: I'm a huge nerd about spaced repetition software and other strategies for accelerated learning. I've been using Anki to learn faster and remember more of what I learn for probably 5+ years at this point. Although I have over 100,000 mature cards, the reviews take up less than 10 minutes a day when I stop adding new material. Using Anki effectively was a crucial element in my journey to learn Japanese to fluency.

"And if there is no God
I'll know the day I die I lived through heaven
And that I gave it hell
And if it hurt, oh well
At least that's living..." - Eden.