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Erzhen Hu's Projects

jekyll-now icon jekyll-now

Build a Jekyll blog in minutes, without touching the command line.

llmrisks.github.io icon llmrisks.github.io

Website for UVA Seminar on Risks (and Benefits) of Generative AI and Large Language Models

pedometer-step-counting-algorithm icon pedometer-step-counting-algorithm

collected real time walking data(patterns) with gyroscope, use Fast Fourier Transformation to extract the clustering features, and build the step counting algorithm for pedometer

stock-data icon stock-data

Stock price data is diverse and situational, and it is unlikely that any single model will be uniformly best across all industries or contexts. Based on our results, ARIMA GARCH methods are better for Consumer Discretionary and Financial industries, and LSTM models are better for Healthcare and Industrials. Specifically, we found Cumulative Year (CumYr) ARIMA GARCH performs best for the Consumer Discretionary industry, year by year (YrByYr) ARIMA GARCH performs best for Financials, YrByYr multivariate LSTM performs best for Healthcare, and YrByYr univariate LSTM performs best for Industrials. Overall, the LSTM models with YrByYr under multivariate condition perform better than LSTM models under other conditions.

visualblocks icon visualblocks

Visual Blocks for ML is a Google visual programming framework that lets you create ML pipelines in a no-code graph editor. You – and your users – can quickly prototype workflows by connecting drag-and-drop ML components, including models, user inputs, processors, and visualizations.

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