5 changed files with 246 additions and 223 deletions
--- a/.woodpecker.yml
+++ b/.woodpecker.yml
@ -0,0 +1,57 @@
+steps:
+    clear-target-directory:
+        when:
+            - branch: main
+              event: push
+        image: appleboy/drone-ssh
+        settings:
+            host:
+                from_secret: ssh_host
+            username:
+                from_secret: ssh_username
+            key:
+                from_secret: ssh_key
+            port: 2332
+            script:
+                - rm -f /home/mnisyif/docker-containers/mnisyif/frontend/dist/assets/Murtadha.pdf
+                - echo "Target directory cleared"
+
+    copy-resume:
+        when:
+            - branch: main
+              event: push
+        image: appleboy/drone-scp
+        settings:
+            host:
+                from_secret: ssh_host
+            username:
+                from_secret: ssh_username
+            key:
+                from_secret: ssh_key
+            port: 2332
+            target: /home/mnisyif/docker-containers/mnisyif/frontend/dist/assets
+            source:
+                - resumes/Murtadha.pdf
+
+    confirm-deployment:
+        when:
+            - branch: main
+              event: push
+        image: appleboy/drone-ssh
+        settings:
+            host:
+                from_secret: ssh_host
+            username:
+                from_secret: ssh_username
+            key:
+                from_secret: ssh_key
+            port: 2332
+            script:
+                - echo "Verifying deployment..."
+                - ls -l /home/mnisyif/docker-containers/mnisyif/frontend/dist/assets/
+                - echo "Resume successfully deployed!"
+# trigger:
+#     branch:
+#         - main
+#     event:
+#         - push
--- a/resumes/Murtadha.pdf
+++ b/resumes/Murtadha.pdf
--- a/resumes/Murtadha.tex
+++ b/resumes/Murtadha.tex
@ -0,0 +1,189 @@
+\documentclass[letterpaper,11pt]{article}
+
+\usepackage{geometry} % For page layout adjustments like \addtolength
+\usepackage{url} % For \urlstyle
+\usepackage{latexsym}
+\usepackage[empty]{fullpage}
+\usepackage{titlesec}
+\usepackage{marvosym}
+\usepackage[usenames,dvipsnames]{color}
+\usepackage{verbatim}
+\usepackage{enumitem}
+\usepackage[hidelinks]{hyperref}
+\usepackage{fancyhdr}
+\usepackage[english]{babel}
+\usepackage{tabularx}
+\usepackage{fontawesome5}
+\usepackage{multicol}
+\usepackage{graphicx}
+\usepackage[export]{adjustbox}
+\usepackage{multirow}
+\setlength{\multicolsep}{-3.0pt}
+\setlength{\columnsep}{-1pt}
+\input{glyphtounicode}
+
+\pagestyle{fancy}
+\fancyhf{} % clear all header and footer fields
+\fancyfoot{}
+\renewcommand{\headrulewidth}{0pt}
+\renewcommand{\footrulewidth}{0pt}
+
+% Adjust margins
+\addtolength{\oddsidemargin}{-0.6in}
+\addtolength{\evensidemargin}{-0.5in}
+\addtolength{\textwidth}{1.19in}
+\addtolength{\topmargin}{-.7in}
+\addtolength{\textheight}{1.4in}
+
+\urlstyle{same}
+
+\raggedbottom
+\raggedright
+\setlength{\tabcolsep}{0in}
+
+% Sections formatting
+\titleformat{\section}{
+  \vspace{-4pt}\scshape\raggedright \fontsize{12}{10} \bfseries
+}{}{0em}{}[\color{blue}\titlerule \vspace{-5pt}]
+
+% Ensure that generate pdf is machine readable/ATS parsable
+\pdfgentounicode=1
+
+%-------------------------
+% Custom commands
+\newcommand{\resumeItem}[1]{
+  \item\small{
+    {#1\vspace{-2pt}}
+  }
+}
+
+\newcommand{\resumeSubItem}[2]{
+  \item
+  \textbf{\color{black}#1}
+  \vspace{1pt}  % Adjust this value to increase or decrease space
+  \small#2\vspace{-2pt}  % Adjust this value to increase or decrease space between items
+}
+
+\newcommand{\resumeSchoolItem}[2]{
+    \item
+    \begin{tabular*}{1.0\textwidth}[t]{l@{\extracolsep{\fill}}r}
+        \textbf{\color{black} #1} & \textbf{\small #2} \\
+    \end{tabular*}\vspace{-7pt}
+}
+
+\newcommand{\resumeSubheading}[4]{
+  \vspace{-2pt}\item
+    \begin{tabular*}{1.0\textwidth}[t]{l@{\extracolsep{\fill}}r}
+      \textbf{\color{black} #1} & \textbf{\small #2} \\
+      \textit{\small#3} & \textit{\small #4} \\
+    \end{tabular*}\vspace{-7pt}
+}
+
+\newcommand{\resumeSubSubheading}[2]{
+    \item
+    \begin{tabular*}{1.0\textwidth}{l@{\extracolsep{\fill}}r}
+      \textit{\small#1} & \textit{\small #2} \\
+    \end{tabular*}\vspace{-7pt}
+}
+
+\newcommand{\resumeProjectHeading}[2]{
+    \vspace{-2pt}\item
+    \begin{tabular*}{1.00\textwidth}{l@{\extracolsep{\fill}}r}
+      \small#1 & \textbf{\small #2}\\
+    \end{tabular*}\vspace{-10pt}
+}
+
+% \newcommand{\resumeSubItem}[1]{\resumeItem{#1}\vspace{-4pt}}
+
+\renewcommand\labelitemi{$\vcenter{\hbox{\tiny$\bullet$}}$}
+\renewcommand\labelitemii{$\vcenter{\hbox{\tiny$\bullet$}}$}
+
+\newcommand{\resumeSubHeadingListStart}{\begin{itemize}[leftmargin=0.0in, label={}]}
+\newcommand{\resumeSubHeadingListEnd}{\end{itemize}}%\vspace{-7pt}}
+\newcommand{\resumeItemListStart}{\begin{itemize}}
+\newcommand{\resumeItemListEnd}{\end{itemize}\vspace{-7pt}}
+
+%-------------------------------------------
+%%%%%%  RESUME STARTS HERE  %%%%%%%%%%%%%%%%%%%%%%%%%%%%
+\begin{document}
+
+%----------HEADING----------
+\begin{tabular*}{\textwidth}{ @{\extracolsep{\fill}}l @{\hspace{-1ex}}l @{\hspace{-1ex}}l}
+    \textbf{\href{http://m.nisyif.com/}{\huge\color{blue}Murtadha Nisyif}} & \faIcon{map-marker-alt} Ontario, Canada & \faIcon{link} \href{https://m.nisyif.com/}{m.nisyif.com} \\
+    \emph{\Large } & \faIcon{at} \href{mailto:mnisyif@gmail.com}{mnisyif@gmail.com} & \faIcon{linkedin} \href{https://www.linkedin.com/in/mnisyif/}{linkedin.com/in/mnisyif}\\
+    & \faIcon{phone-square-alt} +1 (519) 502-8463 & \faIcon{github} \href{https://www.github.com/mnisyif}{github.com/mnisyif}
+\end{tabular*}
+\vspace{-10pt}
+
+%----------Experience----------
+\section{\color{blue}Relevant Work Experience}
+    \resumeSubHeadingListStart
+        \resumeSubheading
+            {ML Engineer - Researcher}{Jan 2024 -- Dec 2024}
+            {University of Guelph}{Guelph, Ontario}
+            \resumeItemListStart
+                \resumeItem {Performed latency data acquisition and thorough dataset diagnosis across diverse hardware setups, applying advanced analysis and feature engineering to identify key correlations-enabling the model to determine optimal transformer configurations for varying networks conditions}
+                \resumeItem {Designed, implemented, and trained an adaptive model extension to the existing semantic communication transformer, improving real-time responses to network bandwidth fluctuations while maintaining at least 96\% model accuracy}
+                \resumeItem {Deployed Swin Transformer-based models in edge-cloud systems to offload processing from the core network, achieving higher throughput and reducing end-to-end communication latency by up to 29\%, alongside a 30x reduction in network bandwidth utilization}
+                \resumeItem {Deployed existing PyTorch-based implementations onto Kira SoCs using Vitis AI™, to leverage SoC's hardware acceleration}
+            \resumeItemListEnd
+
+        \resumeSubheading
+            {Software Developer}{Oct 2022 -- Oct 2023}
+            {University of Guelph - Robotics Institute}{Guelph, Ontario}
+            \resumeItemListStart
+                \resumeItem {Implemented a server-client backend system for an Assistive Robotic Feeding System in ROS2, utilizing Python and C++ packages to integrate robotic components with system software}
+                \resumeItem {Designed and integrated a custom ESP32-based PLC system to compensate for the robotic arm’s lack of safety sensors, enabling emergency shutdown under critical conditions to ensure operational safety}
+                \resumeItem {Designed and deployed a wheelchair-friendly smart door system with geo-fencing and automated operations, leveraging ESP32 microprocessors, PIR sensors, and smartphone control via a React Native app, showcasing systems integration}
+                \resumeItem {Enhanced and maintained the smart door system's full-stack codebase, including a Node.js backend, React Native app, and Vue Dashboard, incorporating advanced features like voice recognition and passive BLE scanning and real-time user analytics for seamless user experience}
+                \resumeItem {Deployed scalable, reliable full-stack app on AWS EC2 instances and S3 storage using Terraform for Infrastructure as Code (IaC), and Jenkins for CI/CD cloud infrastructure and automated deployment}
+            \resumeItemListEnd
+
+        \resumeSubheading
+            {Information Technology Analyst}{Jul 2020 -- Dec 2020}
+            {Kitchener Downtown Community Health Centre - SRHC}{Kitchener, Ontario}
+            \resumeItemListStart
+                \resumeItem {Designed and implemented a scalable on-premise file-sharing system using Samba, eliminating email-based file exchanges}
+                \resumeItem {Configured and managed Fortinet's FortiGate firewall and VPN to ensure secure and reliable network communication, improving the team's remote workflow}
+                \resumeItem {Streamlined communication between doctors and patients by optimizing the 3CX PBX phone system's answering machine workflow, reducing patients' on-phone waiting times by 30\%}
+                \resumeItem {Led a comprehensive network infrastructure upgrade, focusing on hardware improvements including network switches, storage servers, and computer hardware, achieving 45\% budget savings while modernizing systems to meet organizational performance and security standards}
+            \resumeItemListEnd
+
+    \resumeSubHeadingListEnd
+
+    %-----------SKILLS-----------
+    \section{\color{blue}Skills}
+        \begin{tabular}{ @{} >{\bfseries}l @{\hspace{1.2ex}}l}
+            \textbf{\color{black}Languages:} & C/C++, Python, Rust, Java, SQL, Bash, JavaScript, HTML, CSS, CMake \\
+            \textbf{\color{black}Frameworks:} & PyTorch, TensorFlow, Node.js, React, Express.js, ROS \\
+            \textbf{\color{black}Cloud and DevOps:} & AWS, Docker, Kubernetes, Terraform, Jenkins, PostgreSQL, MongoDB, SQLite \\
+            \textbf{\color{black}Tools and Protocols:} & Git, Postman, Flask, Swagger, Jira, CMake, HTTP, TCP, Ladder Logic (PLC) \\
+        \end{tabular}
+    \vspace{-8pt}
+
+
+%-----------PROJECTS-----------
+\section{\color{blue}Projects}
+    \resumeSubHeadingListStart
+        \resumeSubItem{\textbf{\color{black}Full-stack application}}
+            {Built and Dockerized a full-stack portfolio using React and Java (microservices architecture), hosting it on a home server via a Jenkins CI/CD pipeline and Minio S3 bucket}
+
+        \resumeSubItem{\textbf{\color{black}DevOps Homelab}}
+            {Setup dockerized applications, virtual machines, and Kubernetes clusters sing Terraform scripts. Managed personal Jenkins CI/CD pipelines, and implemented Ceph for distributed storage}
+
+        \resumeSubItem{\textbf{\color{black}ESP32-based PLC with OpenPLC}}
+            {Developed a custom PLC using an ESP32 microcontroller, programmed with Structured Text and Ladder Logic via OpenPLC to implement automation and safety logic in embedded systems}
+
+            \resumeSubHeadingListEnd
+    \vspace{-8pt}
+
+    %-----------EDUCATION-----------
+\section{\color{blue}Education}
+    \resumeSubHeadingListStart
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{MASc. - Computer Engineering}}{}
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Comp. - Computer Science}}{}
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Eng. - Computer Engineering}}{}
+    \resumeSubHeadingListEnd
+\vspace{-8pt}
+
+\end{document}
--- a/resumes/build/mnisyif_resume_con.pdf
+++ b/resumes/build/mnisyif_resume_con.pdf
--- a/resumes/mnisyif_resume_con.tex
+++ b/resumes/mnisyif_resume_con.tex
@ -1,223 +0,0 @@
-\documentclass[letterpaper,11pt]{article}
-
-\usepackage{geometry} % For page layout adjustments like \addtolength
-\usepackage{url} % For \urlstyle
-\usepackage{latexsym}
-\usepackage[empty]{fullpage}
-\usepackage{titlesec}
-\usepackage{marvosym}
-\usepackage[usenames,dvipsnames]{color}
-\usepackage{verbatim}
-\usepackage{enumitem}
-\usepackage[hidelinks]{hyperref}
-\usepackage{fancyhdr}
-\usepackage[english]{babel}
-\usepackage{tabularx}
-\usepackage{fontawesome5}
-\usepackage{multicol}
-\usepackage{graphicx}
-\usepackage[export]{adjustbox}
-\usepackage{multirow}
-\usepackage{textcase}
-\usepackage{anyfontsize}        % allows arbitrary font sizes
-\AtBeginDocument{%
-  \fontsize{9pt}{11pt}\selectfont
-}
-
-\setlength{\multicolsep}{-3.0pt}
-\setlength{\columnsep}{-1pt}
-\input{glyphtounicode}
-
-\pagestyle{fancy}
-\fancyhf{} % clear all header and footer fields
-\fancyfoot{}
-\renewcommand{\headrulewidth}{0pt}
-\renewcommand{\footrulewidth}{0pt}
-
-% Adjust margins
-\addtolength{\oddsidemargin}{-0.6in}
-\addtolength{\evensidemargin}{-0.5in}
-\addtolength{\textwidth}{1.19in}
-\addtolength{\topmargin}{-.7in}
-\addtolength{\textheight}{1.4in}
-
-\urlstyle{same}
-
-\raggedbottom
-\raggedright
-\setlength{\tabcolsep}{0in}
-
-% Sections formatting
-\titleformat{\section}{
-  \vspace{-4pt}\raggedright \fontsize{9}{12} \bfseries
-}{}{0em}{}[\color{blue}\titlerule \vspace{-5pt}]
-
-% Ensure that generate pdf is machine readable/ATS parsable
-\pdfgentounicode=1
-
-\makeatletter
-\renewcommand\Huge{\@setfontsize\Huge{15pt}{20pt}}
-\makeatother
-
-%-------------------------
-% Custom commands
-\newcommand{\resumeItem}[1]{
-  \item{
-    {#1\vspace{-2pt}}
-  }
-}
-
-\newcommand{\resumeSubItem}[2]{
-  \item
-  \textbf{\color{black}#1}
-  \vspace{1pt}  % Adjust this value to increase or decrease space
-%   \small
-  #2\vspace{-5pt}  % Adjust this value to increase or decrease space between items
-}
-
-\newcommand{\resumeSchoolItem}[2]{
-    \item
-    \begin{tabular*}{1.0\textwidth}[t]{l@{\extracolsep{\fill}}r}
-        \textbf{\color{black} #1} & \textbf{ #2} \\
-    \end{tabular*}\vspace{-7pt}
-}
-
-\newcommand{\resumeSubheading}[4]{
-  \vspace{-2pt}\item
-    \begin{tabular*}{1.0\textwidth}[t]{l@{\extracolsep{\fill}}r}
-      \textbf{\color{black} #1} & \textbf{ #2} \\
-      \textit{#3} & \textit{ #4} \\
-    \end{tabular*}\vspace{-7pt}
-}
-
-\newcommand{\resumeSubSubheading}[2]{
-    \item
-    \begin{tabular*}{1.0\textwidth}{l@{\extracolsep{\fill}}r}
-      \textit{#1} & \textit{ #2} \\
-    \end{tabular*}\vspace{-7pt}
-}
-
-
-\newcommand{\resumeProjectHeading}[2]{
-    \vspace{-2pt}\item
-    \begin{tabular*}{1.00\textwidth}{l@{\extracolsep{\fill}}r}
-      #1 & \textbf{ #2}\\
-    \end{tabular*}\vspace{-8pt}
-}
-
-% \newcommand{\resumeSubItem}[1]{\resumeItem{#1}\vspace{-4pt}}
-
-\renewcommand\labelitemi{$\vcenter{\hbox{\tiny$\bullet$}}$}
-\renewcommand\labelitemii{$\vcenter{\hbox{\tiny$\bullet$}}$}
-
-\newcommand{\resumeSubHeadingListStart}{\begin{itemize}[leftmargin=0.0in, label={}]}
-\newcommand{\resumeSubHeadingListEnd}{\end{itemize}}%\vspace{-7pt}}
-\newcommand{\resumeItemListStart}{\begin{itemize}}
-\newcommand{\resumeItemListEnd}{\end{itemize}\vspace{-7pt}}
-
-\pdfstringdefDisableCommands{\def\color#1{}} 
-%-------------------------------------------
-
-\begin{document}
-
-%----------HEADING----------
-\begin{tabular*}{\textwidth}{@{\hspace{-1ex}}l}
-    \textbf{\href{http://m.nisyif.com/}{\Huge\color{blue}MURTADHA NISYIF}} \vspace{2pt}\\
-    \href{mailto:mnisyif@gmail.com}{\faIcon{at} mnisyif@gmail.com} $|$ 
-    \faIcon{phone-square-alt} +1 (519) 502-8463 $|$ 
-    \faIcon{map-marker-alt} Ontario, Canada $|$ 
-    \href{https://m.nisyif.com/}{\faIcon{user-tie} m.nisyif.com} $|$
-    \href{https://www.linkedin.com/in/mnisyif}{\faIcon{linkedin} linkedin.com/ln/mnisyif} $|$
-    \href{https://github.com/mnisyif}{\faIcon{github} github.com/mnisyif}\vspace{12pt} \\
-\end{tabular*}
-
-\vspace{-20pt}
-
-%-----------SUMMARY----------
-\section{\color{blue}SUMMARY}
-    Versatile Computer Engineer (MASc) specialized in Robotics, Machine Controls, and Embedded Systems. 
-    Certified SolidWorks Associate (CSWA) with a strong foundation in developing technical proposals and hardware-software integration.
-    Experienced in low-level programming (Assembly/C), real-time systems, and evaluating industrial vision solutions—including exposure to Cognex and Keyence platforms—for automated applications
-
-%-----------SKILLS & CERTIFICATIONS-----------
-\section{\color{blue}CERTIFICATIONS, SKILLS \& TECHNOLOGIES}
-    \begin{tabularx}{\textwidth}{ @{} >{\bfseries}l X }
-        \textbf{Certifications: }      & Certified SolidWorks Associate (CSWA); AWS Solutions Architect \\
-        \textbf{Design \& Vision: }    & SolidWorks, Cognex, Keyence, AutoCad, OpenPLC, ROS2 \\
-        \textbf{Automation/Logic: }    & Ladder Logic (PLC), Structured Text, ESP32, PID Control, MQTT \\
-        \textbf{Languages: }           & C/C++, Python, Rust, Java, Bash, SQL, JavaScript \\
-        \textbf{Tools \& Protocols: }  & MS Excel, Git, Jenkins, Docker, Terraform, AWS, Prometheus, HTTP/TCP \\
-        \textbf{Frameworks: }          & PyTorch, FastAPI, React, Node.js, Vitis AI, OpenCV \\
-    \end{tabularx} 
-    \vspace{-7pt}
-
-%----------EXPERIENCE----------
-\section{\color{blue}RELEVANT WORK EXPERIENCE}
-    \resumeSubHeadingListStart
-        \resumeSubheading
-            {Researcher - Machine Learning \& Edge Systems}{Jan 2024 – Dec 2025}
-            {University of Guelph}{Guelph, Ontario}
-            \resumeItemListStart
-                \resumeItem {Developed semantic communication pipelines using Swin Transformer models, achieving a 30× reduction in bandwidth usage and 29\% lower latency while preserving atleast 96\% task accuracy under variable network conditions}
-                \resumeItem {Extended models with adaptive deterministic mechanisms to handle bandwidth fluctuations and anomalies, ensuring stable real-time performance}
-                \resumeItem {Quantized encoder models to INT8 during edge–cloud simulations to emulate smartphone hardware constraints (6-core CPU, limited RAM), enabling realistic performance benchmarking}
-                \resumeItem {Published a first-author paper in IEEE conference proceedings, detailing the novel integration of semantic communication with edge computing for real-time, near real-time and task-offloading applications}
-            \resumeItemListEnd
-
-        \resumeSubheading
-            {Software Developer (Robotics \& Automation)}{Oct 2022 – Oct 2023}
-            {University of Guelph – Robotics Institute}{Guelph, Ontario}
-            \resumeItemListStart
-                \resumeItem {Architected and implemented a server-client backend for an Assistive Robotic Feeding System in ROS2; utilized Cognex and Keyence vision systems to perform real-time food detection on trays}
-                \resumeItem {Designed a custom ESP32-based PLC system using Ladder Logic to implement emergency safety interlocks, ensuring fail-safe operation during robotic movement}
-                \resumeItem {Leveraged SolidWorks for concept development and mechanical breakdown structures of automation prototypes, ensuring hardware-software alignment}
-                \resumeItem {Managed project lifecycles from initial technical proposals to successful field testing, achieving 95\% reliability in autonomous assistive tasks}
-                \resumeItem {Utilized Terraform and AWS to provision scalable infrastructure, reducing manual deployment efforts by 80\% through automated CI/CD pipelines}
-            \resumeItemListEnd
- 
-        \resumeSubheading
-            {Information Technology Analyst}{Jul 2020 – Dec 2020}
-            {Kitchener Downtown Community Health Centre}{Kitchener, Ontario}
-            \resumeItemListStart
-                \resumeItem {Led a comprehensive network infrastructure upgrade, sourcing "best-in-class" hardware and managing a budget that resulted in 45\% cost savings}
-                \resumeItem {Configured FortiGate firewalls and VPN solutions for 60+ users, ensuring robust security for remote organizational workflows}
-            \resumeItemListEnd
-    \resumeSubHeadingListEnd
-
-%-----------PROJECTS-----------
-\section{\color{blue}PROJECTS}
-    \resumeSubHeadingListStart
-        \resumeProjectHeading {\textbf{ESP32-based PLC with OpenPLC} $|$ \emph{Structured Text, Ladder Logic, Automation}}{}
-            \resumeItemListStart
-                \resumeItem{Developed a custom PLC for automation tasks, implementing safety logic and sequential control to manage hardware peripherals with real-time feedback loops}
-            \resumeItemListEnd
-
-        \resumeProjectHeading {\textbf{Home Lab Administration \& Monitoring} $|$ \emph{Docker, Prometheus, Grafana, SSL/TLS}}{}
-            \resumeItemListStart
-                \resumeItem{Orchestrate a comprehensive environment with 15+ containers; implemented detailed system analytics and 99.9\% uptime monitoring via custom dashboards}
-            \resumeItemListEnd
-
-        \resumeProjectHeading {\textbf{Text-to-Braille Real-Time Converter} $|$ \emph{Python, Git, Eagle}}{}
-            \resumeItemListStart
-                \resumeItem{Led a group of 4 and coordinated with a Non-Profit Organization (NPO) to design a novel assistive solution; managed a strict building budget of \$250 CAD while meeting all client technical requirements}
-            \resumeItemListEnd
-
-        \resumeProjectHeading {\textbf{Real-Time Security System} $|$ \emph{STM32, FreeRTOS, uC-OS III}}{}
-            \resumeItemListStart
-                \resumeItem{Built a real-time security system utilizing a STM32f429, FHD camera, and PIR sensor; applied RTOS concepts like semaphores and interrupts to achieve 50 ms response times}
-            \resumeItemListEnd
-
-        \resumeProjectHeading {\textbf{Precision Digital Voltmeter} $|$ \emph{K60 (Cortex-M4), Assembly, C, ADC/DAC}}{}
-            \resumeItemListStart
-                \resumeItem{Developed a digital voltmeter on a K60 microcontroller using a hybrid of C and Assembly; implemented ADC sampling and DAC output routines, optimizing for bit resolution and signal quantization to ensure high measurement accuracy}
-            \resumeItemListEnd
-    \resumeSubHeadingListEnd
-
-%-----------EDUCATION-----------
-\section{\color{blue}EDUCATION}
-    \resumeSubHeadingListStart
-        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{MASc. - Computer Engineering}}{Dec 2025}
-        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Eng. - Computer Engineering}}{Apr 2023}
-    \resumeSubHeadingListEnd
-
-\end{document}