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Personal and Team Projects
In my research, I explore advanced machine learning techniques and their applications. Currently, I am preparing to work with Professor Brian King on time-series stock price forecast prediction using machine learning models such as deep echo state networks. This research aims to leverage these models' capabilities to accurately predict stock market movements over time. Previously, I have delved into convolutional neural networks (CNNs), focusing on the intricacies of training epochs. By modifying and enhancing a CNN model with the Adam optimizer, I meticulously captured all parameters and gradients to analyze performance. I also recreated a parallel model in Excel, illuminating the nuanced processes underlying CNN training dynamics. My ongoing research continues to deepen our understanding of AI models and their applications in both stock forecasting and neural network training.
In my application and web development endeavors, I've embarked on diverse projects showcasing my proficiency across various tech stacks. Notable among these is Destinex, where I led a cross-functional team using the MERN stack (MongoDB, Express, React, Node.js) to create a platform for ordering deliveries and services overseas, improving data processing speed by 30% and reducing server response time by 25%. I have also contributed as a Fullstack developer to the TedXBucknell University website. Additionally, I've undertaken significant work in backend engineering, such as optimizing the notification system at Hangry Indonesia, where I rewrote processes in Golang, achieving a 90% efficiency boost, and implemented a Redis Streams-based message queue, reducing cloud hosting costs by 70%. My repertoire also includes sentiment analysis projects using AI/ML for company sentiment tracking from Google News data, alongside various in-class projects, from Java Spring Boot implementations to Python-based ventures, enriching my development portfolio further.
Engaging fervently in entrepreneurship, I collaborate closely with a dynamic team of friends, channeling our collective creativity into pioneering tech-driven ventures. Leveraging platforms like BizPitch and actively participating in Bucknell University's dual-degree program for business management and engineering, I immerse myself in the intricacies of entrepreneurship, honing both my technical acumen and business acuity. With a vision set on the horizon, I aspire to cultivate a formidable tech empire, envisioning its roots in Indonesia and the US while ambitiously eyeing international expansion. Through relentless innovation and strategic foresight, I am committed to realizing this entrepreneurial dream and leaving a lasting impact on the global tech landscape.