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Vinci
Application that determines user intent and entities in order to perform everyday tasks for the user. Includes a Convolutional Neural Network that detects human facial emotion and has a conversation with you. Utilizes object detection and semantic segmentation.
Python
Tensorflow
LangChain
ChatGPT API
Bot-hoven
A deep learning architecture that generates solo piano music in the style of Ludwig van Beethoven's works. Trained on two datasets: one comprising Beethoven's 32 Piano Sonatas and other solo piano works as well as Magenta's MAESTRO dataset that includes 200 hours of piano performances.
Python
Tensorflow
Sample composed piece:
Sonata in A minor (exposition)Bot-hoven
00:00 / 03:08
HouseBot
End-to-end framework for a robot designed to tidy a house. Incorporates a Convolutional Neural Network (CNN), Region Proposal Network (RPN), and additional feature mapping to detect objects in a room scene. The object labels are fed into ConceptNet that maps a list of verbs as the actions the robot should perform on a specified object to the object noun. Trained on scraped AI2-THOR room scenes.
Python
Tensorflow
Espressa
An original "Coffeebook"
Design
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Virtual Rosetta
Virtual reality environment named "The Virtual Rosetta," developed in Unity. Ancient Vietnamese drawings were organized according to a hierarchical clustering with BERT embeddings. Evaluated the effectiveness of several user interface designs before implementing the final design. Workshop paper published and presented at the 6th IEEE VIS4DH Conference on October 24, 2021.
Python
Unity
Scikit-Learn
Count BOTula
Adversarial search algorithm with a Voronoi + Dijkstra heuristic to compete against other bots in the game of Tron. Generated dataset comprised of board game configurations and corresponding winners of existing bots. Trained a supervised regression model that predicts the probability a player will win the game based on a given board game configuration.
Python
Tensorflow
Model Selection
Binary logistic regression model with Tikhonov regularization used to classify a cell as malignant or benign. Trained on the UCI Breast Cancer Wisconsin (Diagnostic) dataset.
Python
Pastry
A menu of favorite desserts I have made.
Design
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