Pink Web Portfolio

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About Me

My name is Isariya Sirivejabandhu, but you can call me Pink. I recently graduated with a Master's degree in Computer Science and Information Engineering , specializing in deep learning from National Central University in Taiwan. I have over 2 years of experience in web development. My background in software engineering and data science helps me excel in both areas. I am enthusiastic about leveraging my technical knowledge and passion to contribute to innovative projects. I am actively seeking new challenges and opportunities to apply my skills.

My Education

Kasetsart University, Thailand

2014 - 2018

Bachelor of Science in Computer Science

National Central University, Taiwan

2021 - 2023 | GPA 4.00

Master of Computer Science and Information Engineering

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Thesis

Thesis Topic: A Graph-base Approach for PM2.5 Prediction

Supervisor: Professor Min-Te Sun

Mainly About: Spatio-Temporal Problem, Timeseries Forecasting, Graph-based model, PM2.5 Prediction, Deep Learning

Project Detail:

We proposed a PM2.5 prediction system that includes data preprocessing, data fusion, feature engineering, feature selection, and the proposed prediction model, DCRNN-GS. The DCRNN-GS model combines the strengths of DCRNN, which has the ability to capture spatio-temporal dependencies in sequential data, and GraphSAGE, which is capable of learning meaningful information for each node in the graph. We achieved a significant 5.66% MSE improvement compared to state-of-the-art approaches, highlighting its superior performance in forecasting for iterative multistep prediction for the next 24 hours based on the past 24 hours of data.

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