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%-------------------------
% Resume in Latex (Expanded, Times New Roman 9pt)
%-------------------------

\documentclass[letterpaper, 9pt]{article}

% Packages
\usepackage{latexsym}
\usepackage[empty]{fullpage}
\usepackage{titlesec}
\usepackage[usenames,dvipsnames]{color}
\usepackage{enumitem}
\usepackage[hidelinks]{hyperref}
\usepackage{fancyhdr}
\usepackage[english]{babel}
\usepackage{tabularx}
\usepackage{times}

% Colors
\definecolor{light-grey}{gray}{0.83}
\definecolor{text-grey}{gray}{.08}

% Section formatting
\titleformat{\section}{\bfseries \vspace{-5pt} \raggedright \large}{}{0em}{}[\color{light-grey} {\titlerule[2pt]} \vspace{-5pt}]

% Margins
\pagestyle{fancy}
\fancyhf{}
\fancyfoot{}
\renewcommand{\headrulewidth}{0pt}
\renewcommand{\footrulewidth}{0pt}
\addtolength{\oddsidemargin}{-0.5in}
\addtolength{\textwidth}{1in}
\addtolength{\topmargin}{-.6in}
\addtolength{\textheight}{1.4in}

% Custom commands
\newcommand{\resumeItem}[1]{\item\small{#1 \vspace{-1pt}}}
\newcommand{\resumeSubheading}[4]{
\vspace{-1pt}\item
\begin{tabular*}{\textwidth}[t]{l@{\extracolsep{\fill}}r}
\textbf{#1} & {\small #2} \\
\textit{#3} & {\small #4} \\
\end{tabular*}\vspace{-4pt}
}
\newcommand{\resumeProjectHeading}[3]{
\item
\begin{tabular*}{\textwidth}{l@{\extracolsep{\fill}}r}
\textbf{#1} | #2 & {\small #3} \\
\end{tabular*}\vspace{-2pt}
}
\newcommand{\resumeSubHeadingListStart}{\begin{itemize}[leftmargin=0in, label={}]}
\newcommand{\resumeSubHeadingListEnd}{\end{itemize}}
\newcommand{\resumeItemListStart}{\begin{itemize}[leftmargin=*]}
\newcommand{\resumeItemListEnd}{\end{itemize}\vspace{-4pt}}

\color{text-grey}

%-------------------------------------------
\begin{document}

%----------HEADING----------
\begin{center}
\textbf{\Huge Che-Jung (Jerry) Chuang} \\ \vspace{5pt}
\small \texttt{571-689-7318} $|$
\texttt{jerry102102102@gmail.com} $|$
\url{https://www.linkedin.com/in/che-jung-chuang-00886827a} $|$
\url{https://github.com/jerry102102102}
\end{center}

%-----------EDUCATION-----------
\section{EDUCATION}
\resumeSubHeadingListStart
\resumeSubheading
{University of Maryland, College Park}{College Park, MD}
{M.Eng. in Robotics}{Aug. 2025 -- May 2027 (Projected)}
\resumeItemListStart
\resumeItem{Coursework: Embedded Systems, ROS2, Reinforcement Learning, Kinematics, Sensor Fusion, Motion Planning}
\resumeItemListEnd

\resumeSubheading
{National Yang Ming Chiao Tung University (NYCU)}{Hsinchu, Taiwan}
{B.S. in Computer Science}{Sep. 2019 -- Jun. 2023}
\resumeItemListStart
\resumeItem{GPA: 3.7/4.3 (last 60 credits)}
\resumeItem{Coursework: Computer Networks, Wireless Networks, Network Programming, Network Architecture \& Implementation, CCNA Training}
\resumeItemListEnd
\resumeSubHeadingListEnd

%-----------WORK EXPERIENCE-----------
\section{WORK EXPERIENCE}
\resumeSubHeadingListStart
\resumeSubheading
{STARK Tech}{Taipei, Taiwan}
{Python Engineer}{Mar. 2024 -- Jul. 2025}
\resumeItemListStart
\resumeItem{Built large-scale real-time recommendation pipeline (Azure EventHub + Databricks DLT + Metarank.io), supporting millions of events/day and powering trending, related, and personalized news feeds.}
\resumeItem{Developed and maintained backend services (Nest.js, Prisma, PostgreSQL on Azure) to launch production-ready financial news site \href{https://stock.ltn.com.tw/article}{stock.ltn.com.tw}, including data crawling.}
\resumeItem{Led enterprise BI agent project: integrated LLMs with HITL workflows, AST validation, and automated regression tests. Boosted query success by 35\%, cut token usage by 20\%, and launched 1.5 months early.}
\resumeItem{Engineered contextual ad-serving system: combined multi-armed bandits (Google Ads API) with NLP-based content–ad relevance scoring. Achieved 20\% CTR lift and reduced wasted spend.}
\resumeItem{Designed fresh-produce e-commerce recommender: processed raw SQL purchase logs, shifted features from absolute counts to \textit{deviation-from-average} demand, avoiding over-promotion of staples. Result: homepage-to-cart conversions increased 30\%.}
\resumeItemListEnd

\resumeSubheading
{Academia Sinica, Institute of Information Science}{Taipei, Taiwan}
{Research Intern}{Jun. 2022 -- Oct. 2022}
\resumeItemListStart
\resumeItem{Implemented graph-based resource allocation for Social IoT; improved robustness under dynamic topologies by 15\%.}
\resumeItem{Contributed to SIoT + Metaverse research: co-authored internal reports, evaluated scalability of distributed algorithms, and built simulation environments for testing.}
\resumeItemListEnd
\resumeSubHeadingListEnd

%-----------PROJECTS-----------
\section{PROJECTS}
\resumeSubHeadingListStart

\resumeProjectHeading{Business Intelligence LLM Platform}{LLM Agents, Prompt Engineering}{Jan. 2024 -- Jul. 2025}
\resumeItemListStart
\resumeItem{Developed agentic BI assistant integrating text-to-SQL, visualization, and reasoning pipelines for enterprise analytics.}
\resumeItem{Integrated HITL + AST validation and automated regression suite to ensure reliability across queries.}
\resumeItem{Accelerated delivery by 30\%, improved success rate by 35\%, and reduced cloud costs by 20\%.}
\resumeItemListEnd

\resumeProjectHeading{DQN-based Real-time News Recommendation}{Python, PyTorch, Reinforcement Learning}{Mar. 2024 -- Jul. 2025}
\resumeItemListStart
\resumeItem{Designed RL-based recommender handling news content churn and cold-start challenges.}
\resumeItem{Implemented DQN for ranking, with streaming ETL (EventHub→Databricks DLT) and fallback BM25+Louvain ranking.}
\resumeItem{Achieved 20\% CTR increase and 15\% engagement growth; robust against data drift.}
\resumeItemListEnd

\resumeProjectHeading{Smart Meter Anomaly Detection}{Python, Time-series, IoT}{Jan. 2023 -- Jun. 2023}
\resumeItemListStart
\resumeItem{Built anomaly detection for electricity consumption; engineered ingestion + labeling pipelines for IoT data.}
\resumeItem{Applied DTW-based clustering to identify abnormal household patterns with high precision.}
\resumeItem{Improved detection efficiency by 25\%; scalable to national smart-grid deployments.}
\resumeItemListEnd

\resumeSubHeadingListEnd

%-----------SKILLS-----------
\section{SKILLS}
\begin{itemize}[leftmargin=0in, label={}]
\small{\item{
\textbf{Languages:} C, C++, Python, SQL \\
\textbf{AI/Robotics:} ROS2, NVIDIA Isaac, RL (DQN, PPO), Motion Planning, Control Systems, Sensor Fusion, Kinematics \\
\textbf{ML/LLM:} PyTorch, LangChain, LangGraph, PydanticAI, Text-to-SQL, LLM Agent Design \\
\textbf{Platforms:} Docker, Kubernetes, Jenkins, Git, Azure, GCP, Linux \\
\textbf{Backend:} Node.js, Nest.js, Prisma, PostgreSQL
}}
\end{itemize}

\end{document}