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Aditya Subramanian's Projects

blackjack icon blackjack

Simple OOP Blackjack game developed using Python

cervical_protection_device icon cervical_protection_device

Recipient of the Social Impact Award at the University of Waterloo, NeXafe is a cervical protection device designed to protect the elderly from fall associated whiplash damage.

climate_fever_nlp icon climate_fever_nlp

This machine learning project explores developing a Word2Vec model for NLP of claims and evidences found in the Climate Fever dataset from the Hugging Face AI community. Spatial relationships in the embedding matrix are investigated using cosine similarity, and its quality is compared with pretrained GloVe and Word2Vec models.

fashion_mnist_classification icon fashion_mnist_classification

Machine learning project exploring Convolutional Neural Networks (CNN) for classification of clothing items from the fashion variant of the famous MNIST dataset

kohonen-self-organizing-map icon kohonen-self-organizing-map

Machine learning project exploring unsupervised learning. Implemented Kohonen Self Organizing Map (KSOM) that clusters an input set of colors based on their features over a 100x100 grid of neurons.

minimum_vertex_cover icon minimum_vertex_cover

Solve the Minimum Vertex Cover problem for an undirected graph using a polynomial time reduction to CNF-SAT with the use of a SAT solver.

vertex_cover_analysis icon vertex_cover_analysis

Analyzed algorithmic efficiency of three approaches to solving the minimum vertex cover for undirected graphs of various sizes.

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