Research
PyTorch Time-Series Forecasting: Concepts and Implementation
Technical reference for LSTM-based stock price prediction. Covers data normalization, tensor shapes, training loops, and PyTorch mechanics for recurrent neural networks.
Research
Working notes, surveys, and investigations into particle physics and related mathematics.
All Research
Research
Beyond Equilibrium: Black Hole Thermodynamics for Evolving Spacetimes
Notes synthesizing recent developments in dynamical black hole thermodynamics. Classical formulations using event horizons fail for rapidly evolving black holes. Quasi-local horizons and the generalized first law provide a framework for understanding entropy production in realistic scenarios.
Research
Probing Non-Stabilizerness and Spacetime
Notes on arXiv:2304.01175 examining the connection between quantum 'magic' (non-stabilizerness) and entanglement spectrum dynamics. How measuring the flatness of entanglement spectra under Clifford evolution reveals the presence of non-Clifford resources.
Research
Research Journal: Notes on the Path Integral
Working through Feynman's path integral formulation and grappling with why classical mechanics emerges as a limiting case of quantum mechanics. Applications to black hole dynamics.
Research
A student's guide to the Standard Model: what it explains, and what it doesn't
My attempt to map the full particle zoo and understand where the cracks in our best theory actually are. Motivated by Feynman's QED and several arXiv survey papers.