Projects

Factorial SDE


Factorial SDE model for linear-time multi-output GP regression. Implemented in JAX.

Doubly Mixed-Effects GP


Multi-task GP regression model that allows explicit decomposition of complex task and sample correlations. Implemented in GPflow and TensorFlow.

Pose Estimation


CNN models for spacecraft relative pose estimation: ASPP + Homoscedastic Uncertainty Loss Weighting / Cross-Domain Spherical Embedding / Transfer Learning. Implemented in TensorFlow Keras.

LDA-CAVI


Implementation of Coordinate Ascent Variational Inference (CAVI) for Latent Dirichlet Allocation (LDA).

TFA-BOLD5000


Clustering Methods and Topographic Factor Analysis (TFA) on the BOLD5000 fMRI dataset for study of correlation between image semantics and cortical regions.

COSMIC


Content-based Onboard Summarization to Monitor Infrequent Change (COSMIC): Random Forest and FCN-based Martian Swiss cheese detection.

Speech-to-Text Web App


Flask-based web application that records sound (as PCM/WAV) and converts speech to text via Google Cloud Speech API.

Fake News Stance Detection Seminar


Seminar on stance detection models involving MLPs, CNNs, gradient-boosted Decision Trees, etc.

Daum News Crawler


Web crawler that collects Daum News article data, implemented as part of a project for fake news detection engine development.

Medical 3D Display


Visual demo of interactive side-by-side view of the human heart, one generated by a trained AI engine and the other from real MRI data.