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ITBA
Neural Network from Scratch: MLP Implementation
A pure NumPy implementation of a Multilayer Perceptron with custom backpropagation and swappable optimizers
January 18, 20251 minute
Unsupervised Learning: Classical Neural Networks
From-scratch implementation of Kohonen SOM, Oja's rule, and Hopfield networks with comprehensive evaluation metrics
October 29, 20251 minute
Neural Network AutoEncoders
A fully custom implementation of AutoEncoders and Variational AutoEncoders built from the ground up in NumPy
November 25, 20251 minute
Metropolis-Monte Carlo Voting Model
A Metropolis-Monte Carlo simulation modeling opinion dynamics on a 2D lattice grid with phase transition analysis
April 3, 20251 minute
Molecular Dynamics Simulator
A high-performance molecular dynamics simulation engine comparing Beeman, Verlet, and Gear Predictor-Corrector integration algorithms
January 18, 20251 minute
Genetic Image Approximation Engine
A custom-built genetic algorithm that evolves populations of semi-transparent triangles to reconstruct target images with artistic fidelity
September 16, 20251 minute