A Comparison of HGSADC vs ACS on the Site-Dependent Vehicle Routing Problem

Comparing HGSADC and ant colony metaheuristics on the site-dependent vehicle routing problem.

Categorical Deep Learning

A deep learning framework built from categorical first principles.

Fourier Transforms

Implementing and visualizing the Fourier transform from scratch.

Echo State Networks

Reservoir-computing implementation of echo state networks.

Transformer Attention Bench

Benchmarking suite comparing attention variants across efficiency and accuracy.

Random Matrix Theory

Exploring random matrix theory and its applications to neural network analysis.

Gated Cell Networks

Research into gating mechanisms across recurrent and cellular network architectures.

Hypernetwork Linear Attention

Implementation of HYLA combining hypernetworks with linear attention mechanisms.

Modern and Traditional Hopfield Networks

Capacity analysis comparing classical and modern Hopfield network formulations.

Liquid Time-Constant Networks

Implementation of liquid time-constant networks.

Sheaf Neural Networks

Implementation of sheaf neural networks.

Perturbation Driven Generalization

Studying how input perturbations shape generalization in deep neural networks.

Multi-Qubit Quantum Computing Simulator

A simulator for multi-qubit quantum systems exploring gate operations and entanglement.

Analyzing Layer-Specific Loss Dynamics

Investigating per-layer loss manifolds and their independent training dynamics.

Kolmogorov-Arnold Networks

Implementation of Kolmogorov-Arnold Networks with learnable activation functions.

Analyzing Global Population Trends and Projections

Data analysis of global population trends with forward-looking projections.

Minimal Implementation of Denoising Diffusion Probabilistic Models

A minimal, readable implementation of DDPMs for educational purposes.

Smart Weather Forecasting

Paper implementation applying deep learning to short-horizon weather forecasting.

Image Annotation Generator Enhancements

Tooling enhancements for automated image annotation pipelines.

Kaggle Flower Classification

Kaggle competition entry for fine-grained flower species classification.

Simple Kalman Filter

A clean implementation of the Kalman filter for state estimation.

Wine Data Analysis

Exploratory data analysis and modeling on the wine quality dataset.

Stock Market Chatbot

An ML-driven chatbot for querying stock market data and trends.

Amputee Rehabilitation Software

Web application supporting rehabilitation workflows for amputee patients.