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1. CNN-Emotion-Recognition-Model- CNN-Emotion-Recognition-Model- Public

   Creating an emotion recognition models through convolutional network layers in pytorch. The dataset is the Facial Emotion Recognition dataset by Kucev Roman (available on Kaggle).

   Jupyter Notebook

2. Decision-Tree-Gini-With-Gini-Impurity-from-Scratch Decision-Tree-Gini-With-Gini-Impurity-from-Scratch Public

   Created a decision tree from scratch with the numpy library. This decision tree utilizes gini impurity to determine how pure each node is. This tree can be utilized to create random forests.

   Jupyter Notebook

3. Collaborative-Filtering-Music-Recommendation Collaborative-Filtering-Music-Recommendation Public

   Using a deep neural net collaborative filtering model to recommend music to users based on Spotify million song dataset.

   Jupyter Notebook

4. 15crickets/Beaverhacks2025 15crickets/Beaverhacks2025 Public

   TypeScript

5. Word2Vec-Thesaurus- Word2Vec-Thesaurus- Public

   Implemented a CBOW Word2Vec Thesaurus with pytorch, and FastAPI + React full stack implementation + MongoDB for enhanced optimization

   Jupyter Notebook