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I'm fascinated by theoretical computer science, algorithms, and artificial intelligence. I am strongly interested in both foundational research and building real-world applications that solve complex problems.
This project implements a Multi-Layer Perceptron from scratch using NumPy. It focuses on the theoretical derivation, complexity analysis, and practical implementation of the backpropagation algorit…
This work explores the theoretical details of unconstrained optimization to implement a Single Layer Neural Network from scratch in Matlab. The project trains the SLNN for digit recognition and com…
A complete mathematical derivation of Generalized Linear Models, along with an exemplification via a from-scratch implementation of logistic regression.