refactor: update resume for ataba position

currently only in resume, but will import this configuration to
coverletter directory

.gitignore

@@ -7,3 +7,9 @@
 *.log
 *.out
 *.synctex.gz
+
+# Ignore everything in the build directory
+build/*
+
+!build/*.pdf
+

coverletters/cl.tex

@@ -6,10 +6,10 @@
 
 % Define variables
 %% Job related
-\newcommand{\companyName}{Pythian}
+\newcommand{\companyName}{Brock Solutions}
 \newcommand{\hiringManager}{Hiring Team}
-\newcommand{\companyAddress}{Remote, Canada}
-\newcommand{\position}{AI/ML Engineer}
+\newcommand{\companyAddress}{Kitchener, ON}
+\newcommand{\position}{Control Systems Engineer}
 
 %% Personal
 \newcommand{\name}{Murtadha Nisyif}
@@ -17,60 +17,11 @@
 \newcommand{\email}{\href{mailto:mnisyif@gmail.com}{mnisyif@gmail.com}}
 \newcommand{\phone}{+1 (519) 502-8463}
 \newcommand{\links}{\href{https://m.nisyif.com}{Website} | \href{https://www.linkedin.com/in/mnisyif}{LinkedIn} | \href{https://www.github.com/mnisyif}{GitHub}}
+\newcommand{\schoolName}{University of Guelph}
 
 \begin{document}
-%=============================
-%        HEADER
-%=============================
-\noindent \textbf{\huge \name} \\
-\address \\
-\email \quad | \quad \phone \\
-\links \\
-\vspace{1em}
-
-\noindent \today \\
-
-\noindent \hiringManager \\
-\companyName \\
-\companyAddress \\
-
-\noindent Dear \hiringManager, \\
-\vspace{1em}
-
-%=============================
-%      OPENING SECTION
-%=============================
-Pythian’s reputation for solving "tough data challenges" resonates deeply with my background in engineering high-efficiency AI pipelines for congested network environments.
-As a Computer Engineering Graduate and Researcher specialized in Semantic Communications and Edge Computing, I have spent my career ensuring that mission-critical data remains reliable and performant—the same standard Pythian has championed since 1997.
-I am eager to bring my expertise in model optimization and MLOps to the \position{} role to help your clients leverage bleeding-edge technologies.
-
-%=============================
-%       MAIN BODY SECTION
-%=============================
-\vspace{1em}
-\noindent My technical background aligns directly with Pythian’s focus on robust, scalable AI systems:
-
-\begin{itemize}[leftmargin=1.5em, labelsep=0.5em]
-	\item \textbf{Optimized AI Pipelines:} I developed semantic communication pipelines using Swin Transformer models that achieved a 30x reduction in bandwidth and 29\% lower latency while maintaining 96\% task accuracy.
-	\item \textbf{Production-Ready Deployment:} I have extensive experience containerizing multi-technology stacks with Docker and ROS2, and automating cloud infrastructure (AWS) using Terraform.
-	\item \textbf{MLOps \& Scalability:} I implemented CI/CD pipelines via Jenkins and GitLab, reducing manual deployment steps by 80\%, and orchestrated a home lab environment managing 15+ Docker containers with Prometheus/Grafana monitoring.
-	\item \textbf{Advanced AI Research:} I have published first-author IEEE research on adaptive JSCC frameworks and network-aware image transmission, demonstrating my ability to stay at the forefront of transformer-based architectures.
-\end{itemize}
-
-\vspace{1em}
-Pythian’s commitment to digital transformation and operational excellence mirrors my own drive to bridge the gap between complex model prototypes and production-ready AI systems.
-Whether it is quantizing models for edge constraints or orchestrating global cloud infrastructure, I thrive on making AI both accessible and highly efficient.
-
-%=============================
-%        CLOSING SECTION
-%=============================
-\vspace{1em}
-\noindent I am confident that my blend of research-driven innovation and hands-on DevOps experience will allow me to contribute immediately to Pythian’s AI initiatives.
-I look forward to the opportunity to discuss how my background in high-performance ML engineering can support your clients’ data goals.
-Thank you for your time and consideration.
-
-\vspace{2em}
-\noindent Sincerely, \\
-% \vspace{1em}
-\noindent\name
+\input{sections/00-header.tex}\\
+\input{sections/01-intro.tex}\\
+\input{sections/02-body.tex} \\
+\input{sections/03-closing.tex}
 \end{document}

coverletters/sections/00-header.tex

@@ -0,0 +1,14 @@
+\noindent \textbf{\huge \name} \\
+\address \\
+\email | \phone \\
+\links \\
+\vspace{1em}
+
+\noindent \today \\
+
+\noindent \hiringManager \\
+\companyName \\
+\companyAddress \\
+
+\noindent Dear \hiringManager, \\
+\vspace{1em}

coverletters/sections/01-intro.tex

@@ -0,0 +1,3 @@
+\indent I am excited to apply for the \position\ position at \companyName.
+With solid foundation in software development and hands-on experience in designing and deploying integrated systems,
+I am confident in my ability to contribute to your team and help drive the continued success of \companyName.\\

coverletters/sections/02-body.tex

@@ -0,0 +1,16 @@
+\indent In my recent role as a Researcher ML Engineer at \schoolName, I conducted in-depth data collection, diagnosis, and analysis to identify key correlations in latency and network bandwidth. 
+This experience in real-time environments helped me develop a strong foundation for programming, deploying, and optimizing systems under various operational conditions.\\
+
+My prior work as a Software Developer on an Assistive Robotic Feeding System in ROS2 required on-the-spot troubleshooting of hardware-software integration issues. 
+Additionally, I worked on a Smart Door application, integrating microcontrollers and sensors (ESP32, PIR) to deliver a stable, automated experience. 
+My experience as an IT Analyst further refined my problem-solving abilities by involving me in reading electrical schematics, configuring firewalls, and modernizing network infrastructure.\\
+
+Beyond my professional roles, I actively explore industrial automation and embedded systems in my personal projects. 
+I have self-educated in using the ESP32 to develop a low-cost, 32-bit PLC, programming it with OpenPLC to enhance my understanding of real-time control systems. 
+Additionally, I manage a home lab where I automate lighting, thermostats, and security—deepening my experience in real-time data exchange, hardware integration, and troubleshooting.
+Throughout these projects, I have leveraged my expertise in C/C++, Python, Rust, and Java, along with Ladder Logic (PLC) knowledge, to integrate hardware and software in real-time systems. 
+I also understand the importance of robust design documentation and functional specifications, having written and followed them closely for various edge-cloud and robotics solutions. 
+My familiarity with IT/networking, databases, and version control (Git) further positions me to contribute effectively to Brock Solutions’ industrial automation projects from design through commissioning.\\
+
+I also welcome the travel requirement of up to 40\% for on-site installations and system commissioning, as I thrive on hands-on involvement to ensure solutions run smoothly in real-world production. 
+My background has prepared me to excel in roles that demand both technical depth and adaptability.\\

coverletters/sections/03-closing.tex

@@ -0,0 +1,12 @@
+\indent I am confident my experience, technical expertise, and proactive problem-solving approach make me a strong candidate for the \position\ role and align with \companyName's needs.
+I look forward to the opportunity to discuss how my background aligns with \companyName's mission.
+Please feel free to contact me at \email\ or \phone\ at your earliest convenience.\\
+
+\noindent Thank you for your time and consideration.
+
+\vspace{2em}
+
+\noindent Sincerely, \\
+\vspace{1em}
+
+\noindent \name

resumes/resume_ar.tex

@@ -0,0 +1,193 @@
+\documentclass[letterpaper,11pt]{article}
+
+\usepackage{geometry}
+\usepackage{url}
+\usepackage{latexsym}
+\usepackage[empty]{fullpage}
+\usepackage{titlesec}
+\usepackage{marvosym}
+\usepackage[usenames,dvipsnames]{color}
+\usepackage{verbatim}
+\usepackage{enumitem}
+\usepackage[hidelinks]{hyperref}
+\usepackage{fancyhdr}
+\usepackage{tabularx}
+\usepackage{fontawesome5}
+\usepackage{multicol}
+\usepackage{graphicx}
+\usepackage[export]{adjustbox}
+\usepackage{multirow}
+\usepackage{textcase}
+\usepackage{anyfontsize}
+\usepackage{fontspec}        % for Arabic fonts
+\usepackage{polyglossia}     % multilingual support
+
+\setdefaultlanguage{arabic}
+\setotherlanguage{english}
+\newfontfamily\arabicfont[Script=Arabic,Scale=1.1]{Amiri}
+
+\AtBeginDocument{%
+  \fontsize{9pt}{11pt}\selectfont
+}
+
+\setlength{\multicolsep}{-3.0pt}
+\setlength{\columnsep}{-1pt}
+\input{glyphtounicode}
+
+\pagestyle{fancy}
+\fancyhf{}
+\fancyfoot{}
+\renewcommand{\headrulewidth}{0pt}
+\renewcommand{\footrulewidth}{0pt}
+
+\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}
+
+\titleformat{\section}{
+  \vspace{-4pt}\raggedright \fontsize{9}{12} \bfseries
+}{}{0em}{}[\color{blue}\titlerule \vspace{-5pt}]
+
+\pdfgentounicode=1
+
+\makeatletter
+\renewcommand\Huge{\@setfontsize\Huge{16pt}{20pt}}
+\makeatother
+
+%-------------------------
+% Custom commands (unchanged)
+\newcommand{\resumeItem}[1]{\item{#1\vspace{-2pt}}}
+\newcommand{\resumeSubItem}[2]{\item \textbf{\color{black}#1} #2\vspace{-5pt}}
+\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}}
+\renewcommand\labelitemi{$\vcenter{\hbox{\tiny$\bullet$}}$}
+\renewcommand\labelitemii{$\vcenter{\hbox{\tiny$\bullet$}}$}
+\newcommand{\resumeSubHeadingListStart}{\begin{itemize}[leftmargin=0.0in, label={}]} 
+\newcommand{\resumeSubHeadingListEnd}{\end{itemize}} 
+\newcommand{\resumeItemListStart}{\begin{itemize}} 
+\newcommand{\resumeItemListEnd}{\end{itemize}\vspace{-7pt}} 
+
+\pdfstringdefDisableCommands{\def\color#1{}} 
+
+%-------------------------------------------
+%%%%%%  السيرة الذاتية %%%%%%%%%%%%%%%%%%%%%%
+\begin{document}
+
+%----------HEADING----------
+\begin{tabular*}{\textwidth}{@{\hspace{-1ex}}l}
+    \textbf{\href{http://m.nisyif.com/}{\Huge\color{blue}مرتضى نصيف}} \vspace{2pt}\\
+    \href{mailto:mnisyif@gmail.com}{\faIcon{at} mnisyif@gmail.com} $|$ 
+    \faIcon{phone-square-alt} +1 (519) 502-8463 $|$ 
+    \faIcon{map-marker-alt} أونتاريو، كندا $|$ 
+    \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}
+
+%----------الخبرات العملية----------
+\section{\color{blue}الخبرات العملية}
+    \resumeSubHeadingListStart
+    \resumeSubheading
+        {مساعد تدريس – ENGG*4460: الأنظمة الروبوتية}{يناير 2025 -- أبريل 2025}
+        {جامعة غويلف}{غويلف، أونتاريو}
+        \resumeItemListStart
+            \resumeItem {إدارة حصص تطبيقية لدعم المحاضرات وتوجيه الطلبة في مفاهيم الروبوتات}
+            \resumeItem {قيادة التجارب العملية وتقديم إرشادات مباشرة في خوارزميات التحكم والملاحة الروبوتية}
+            \resumeItem {تصحيح الواجبات والتقارير والمشاريع مع تقديم ملاحظات بنّاءة}
+            \resumeItem {تقديم جلسات أسئلة وأجوبة وساعات مكتبية لتعزيز مهارات الطلبة في حل المشكلات}
+        \resumeItemListEnd
+
+    \resumeSubheading
+        {مساعد تدريس – ENGG*3640: واجهات الحاسوب المصغّر}{سبتمبر 2024 -- ديسمبر 2024}
+        {جامعة غويلف}{غويلف، أونتاريو}
+        \resumeItemListStart
+            \resumeItem {مساعدة في إدارة المختبرات من خلال إرشاد الطلبة بمهام تكامل العتاد/البرمجيات}
+            \resumeItem {تقييم وتصحيح تقارير المختبرات والتكليفات مع ضمان وضوح الملاحظات}
+            \resumeItem {مراجعة عروض الطلبة العملية وتقديم ملاحظات تطويرية}
+            \resumeItem {الإجابة على استفسارات الطلبة وربط النظرية بالتطبيق العملي}
+        \resumeItemListEnd
+
+    \resumeSubheading
+        {مهندس برمجيات – تعلم الآلة}{يناير 2024 -- أغسطس 2025}
+        {جامعة غويلف}{غويلف، أونتاريو}
+        \resumeItemListStart
+            \resumeItem {قيادة دمج ضاغط مبني على Swin-Transformer ضمن خط نقل سحابي-طرفي، محققاً تقليل عرض النطاق الترددي بمقدار 30× وانخفاضاً في الكمون بنسبة 29\%}
+            \resumeItem {تصميم وتدريب نموذج متكيف يستجيب لتقلّبات الشبكة مع الحفاظ على دقة لا تقل عن 96\%}
+            \resumeItem {تحويل نماذج PyTorch إلى ONNX عبر Vitis AI للنشر على Xilinx Kria SoC وتحقيق تسريع 3×}
+            \resumeItem {نشر ورقة بحثية ككاتب أول في مؤتمر IEEE حول دمج الاتصال الدلالي مع الحوسبة الطرفية}
+            \resumeItem {توسيع النماذج لتشمل آليات تنبؤية للتكيّف مع اضطرابات الشبكة والحفاظ على 96\% من الدقة}
+        \resumeItemListEnd
+
+    \resumeSubheading
+        {مطور برمجيات}{أكتوبر 2022 -- أكتوبر 2023}
+        {جامعة غويلف – معهد الروبوتات}{غويلف، أونتاريو}
+        \resumeItemListStart
+            \resumeItem {تصميم وبناء بنية حاويات متكاملة تشمل ROS2, Node.js, Vue للتحكم الفوري بالأنظمة الروبوتية الموزعة}
+            \resumeItem {أتمتة بنية تحتية عبر AWS باستخدام Terraform ودمج CI/CD مع GitLab وJenkins مما خفّض خطوات النشر اليدوي بنسبة 80\%}
+            \resumeItem {بناء نظام إدارة شهادات لتجديد Let’s Encrypt وتكوين Nginx مع سياسات HTTPS وCORS دقيقة}
+            \resumeItem {قيادة تطوير نظام باب ذكي باستخدام ESP32 وحساسات PIR وReact Native بنسبة موثوقية تجاوزت 95\%}
+        \resumeItemListEnd
+    \resumeSubHeadingListEnd
+
+%-----------التعليم-----------
+\section{\color{blue}التعليم}
+    \resumeSubHeadingListStart
+        \resumeSchoolItem{جامعة غويلف $|$ \color{blue} \emph{ماجستير علوم تطبيقية – الاتصال الدلالي وتعلم الآلة}}{ديسمبر 2025}
+        \resumeSchoolItem{جامعة غويلف $|$ \color{blue} \emph{بكالوريوس هندسة – هندسة الحاسوب}}{أبريل 2023}
+    \resumeSubHeadingListEnd
+
+%-----------المهارات-----------
+\section{\color{blue}المهارات، التقنيات، والاهتمامات}
+  \begin{tabularx}{\textwidth}{ @{} >{\bfseries}l X }
+    \textbf{المهارات: }         & AI؛ DevOps؛ Cloud Computing؛ IaC؛ Containerization؛ CI/CD؛ Monitoring؛ Data Engineering؛ ML Ops \\
+    \textbf{لغات البرمجة: }      & Python؛ C++؛ C؛ Rust؛ JavaScript؛ HTML؛ Java؛ Bash؛ Go \\
+    \textbf{التقنيات: }    & FastAPI؛ PyTorch؛ React؛ Flask؛ SQLite؛ PostgreSQL؛ MongoDB؛ ExpressJS؛ Node.js؛ Swagger؛ Docker؛ Git؛ Jenkins؛ Terraform؛ AWS؛ Kubernetes \\
+    \textbf{اللغات: }      & العربية (بطلاقة)؛ الإنجليزية (بطلاقة)
+  \end{tabularx}
+  \vspace{-7pt}
+
+%-----------المشاريع-----------
+\section{\color{blue}المشاريع}
+    \resumeSubHeadingListStart
+
+        \resumeProjectHeading {\textbf{\color{black}الموقع الشخصي} $|$ \color{blue} \emph{React, Rust, Async, Jenkins, Docker}}{}
+            \resumeItemListStart
+                \resumeItem{بناء موقع شخصي بواجهة React وخلفية Rust}
+                \resumeItem{دمج خطوط Jenkins CI/CD وحاويات Docker مما خفّض الجهد اليدوي بنسبة 70\%}
+            \resumeItemListEnd
+
+        \resumeProjectHeading {\textbf{\color{black}إدارة مختبر منزلي}} $|$ \color{blue} \emph{Docker, Terraform, Jenkins, Prometheus, Grafana, SSL/TLS}}{}
+            \resumeItemListStart
+                \resumeItem{إدارة بيئة مختبر منزلي تشمل أكثر من 15 حاوية Docker مع شهادات SSL متجددة، مراقبة عبر Prometheus/Grafana، وأمان Fail2Ban بتحقيق 99.9\% وقت تشغيل}
+            \resumeItemListEnd
+
+        \resumeProjectHeading{\textbf{\color{black}HAM10K – مصنف سرطان الجلد} $|$ \color{blue} \emph{Python, PyTorch, SciPy, Pandas}}{}
+            \resumeItemListStart
+                \resumeItem{بناء خط تعلم عميق متكامل يجمع PCA-MLP وDCNN مخصص مع RegNetY-320}
+                \resumeItem{تطبيق إعادة موازنة الفئات وزيادة البيانات لتحقيق دقة 96.9\% وF1-score مثالي وAUC=1.0}
+            \resumeItemListEnd
+
+        \resumeProjectHeading{\textbf{\color{black}متنبئ أمراض القلب} $|$ \color{blue} \emph{Python, Flask, RESTful, HTML, CSS, JS}}{}
+            \resumeItemListStart
+                \resumeItem{تطوير API باستخدام Flask مع واجهة HTML/JS تفاعلية اعتماداً على بيانات UCI بدقة 95\%}
+            \resumeItemListEnd
+
+        \resumeProjectHeading{\textbf{\color{black}إلغاء الضوضاء في الزمن الحقيقي عبر التعلم التعزيزي} $|$ \color{blue} \emph{Python, PyTorch, Gymnasium, SciPy, librosa}}{}
+            \resumeItemListStart
+                \resumeItem{بناء بيئة Gym مخصصة لتهيئة بيانات الصوت عبر FFT وتدريب وكيل PPO لتحقيق إلغاء ضوضاء بسرعة تفوق 5200 إطار/ثانية}
+            \resumeItemListEnd
+    \resumeSubHeadingListEnd
+
+\end{document}

resumes/resume_en.tex

@@ -97,7 +97,6 @@
     \end{tabular*}\vspace{-7pt}
 }
 
-
 \newcommand{\resumeProjectHeading}[2]{
     \vspace{-2pt}\item
     \begin{tabular*}{1.00\textwidth}{l@{\extracolsep{\fill}}r}
@@ -124,8 +123,8 @@
 \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} Kitchener, Ontario $|$
+	\faIcon{phone-square-alt} +964 775 608 4424 $|$
+	\faIcon{map-marker-alt} Karbala, Iraq $|$
 	\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} \\
@@ -133,40 +132,26 @@
 
 \vspace{-20pt}
 
-%-----------SUMMARY----------
-\section{\color{blue}SUMMARY}
-Versatile Computer Engineer and Researcher specialized in Semantic Communications and Edge Computing. First author of two IEEE conference papers focused on optimizing edge-cloud communication through task-driven feature extraction, with expertise in developing high-efficiency AI pipelines for 5G/6G networks. Proven track record of reducing bandwidth demand by \textbf{30$\times$} while maintaining 96\% task accuracy in congested network environments
-
-\vspace{-7pt}
-
-%-----------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
-% \vspace{-8pt}
-
-%-----------SKILLS-----------
-\section{\color{blue}SKILLS \& TECHSTACKS}
-\begin{tabularx}{\textwidth}{ @{} >{\bfseries}l X }
-	% \textbf{Certifications: } & AWS Solutions Architect\\
-	\textbf{Skills: }      & AI; DevOps; Cloud Computing; IaC; Containerization; CI/CD; Monitoring; Data Engineering; ML Ops                                                                                      \\
-	\textbf{Languages: }   & Python; C++; C; JavaScript; Rust; HTML; Java; Bash                                                                                                                                   \\
-	\textbf{Tech Stacks: } & FastAPI; PyTorch; React; Flask; SQLite; PostgresSQL; NumPy; SciPy; Scikit-learn; Matplotlib; MongoDB; Docker; Git; Jenkins; Terraform; AWS; Kubernetes; Express JS; Node.js; Swagger \\
-\end{tabularx}
-\vspace{-10pt}
-
 %----------Experience----------
 \section{\color{blue}WORK EXPERIENCE}
 \resumeSubHeadingListStart
 \resumeSubheading
-{Researcher - Machine Learning \& Semantic Communications}{Jan 2024 – Dec 2025}
+{Teaching Assistant}{Sep 2024 -- Dec 2025}
+{University of Guelph}{Guelph, Ontario}
+\resumeItemListStart
+\resumeItem {Led lab demonstrations and tutorials for 100+ students, providing hands-on guidance in implementing robotic control, navigation algorithms, and hardware/software integration}
+\resumeItem {Facilitated technical comprehension by bridging theoretical lecture concepts with practical applications in microcomputer interfacing and robotic systems}
+\resumeItem {Evaluated student performance across lab reports, project deliverables, and live demonstrations, providing constructive feedback to improve technical writing and problem-solving skills}
+\resumeItem {Resolved complex student inquiries during office hours and Q\&A sessions, ensuring a deep understanding of both high-level robotics and low-level system interfacing}
+\resumeItemListEnd
+
+\resumeSubheading
+{Researcher - Machine Learning}{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 {Quantized encoder models to INT8 during edge–cloud simulations to emulate smartphone hardware constraints, 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
 
@@ -179,17 +164,24 @@ Versatile Computer Engineer and Researcher specialized in Semantic Communication
 \resumeItem {Created a secure certificate management workflow that streamlined Let's Encrypt renewals and configured a Nginx reverse proxy to enforce HTTPS and granular CORS policies}
 \resumeItem {Led the design and implementation of an accessible smart door system using ESP32, PIR sensors, and React Native, achieving over 95\% reliability in extensive field tests}
 \resumeItemListEnd
-
-\resumeSubheading
-{Information Technology Analyst}{Jul 2020 – Dec 2020}
-{Kitchener Downtown Community Health Center - SRHC}{ Kitchener, Ontario}
-\resumeItemListStart
-\resumeItem {Deployed and tuned a centralized Samba file server, increasing file distribution efficiency by 40\% across more than 20 staff and multiple departments}
-\resumeItem {Configured and maintained a FortiGate firewall and VPN solution for 60 users, integrating Prometheus-based monitoring for real-time diagnostics and rapid issue resolution}
-\resumeItemListEnd
-
 \resumeSubHeadingListEnd
 
+%-----------EDUCATION-----------
+\section{\color{blue}EDUCATION}
+\resumeSubHeadingListStart
+\resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{Masters of Applied Science - Semantic Communication}}{Dec 2025}
+\resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{Bachelors of Engineering - Computer Engineering}}{Apr 2023}
+\resumeSubHeadingListEnd
+
+%-----------SKILLS-----------
+\section{\color{blue}SKILLS, TECHNOLOGIES, INTERESTS}
+\begin{tabularx}{\textwidth}{ @{} >{\bfseries}l X }
+	\textbf{Skills: }      & AI; DevOps; Cloud Computing; IaC; Containerization; CI/CD; Monitoring; Data Engineering; ML Ops                                              \\
+	\textbf{Languages: }   & Python; C++; C; Rust; JavaScript; HTML; Java; Bash; Go                                                                                       \\
+	\textbf{Tech Stacks: } & FastAPI; PyTorch; React; Flask; SQLite, PostgresSQL, MongoDB, Express JS; Node.js; Swagger; Docker; Git; Jenkins; Terraform; AWS; Kubernetes \\
+\end{tabularx}
+\vspace{-7pt}
+
 %-----------PROJECTS-----------
 \section{\color{blue}PROJECTS}
 \resumeSubHeadingListStart
@@ -199,12 +191,6 @@ Versatile Computer Engineer and Researcher specialized in Semantic Communication
 \resumeItem{Orchestrate a comprehensive home lab environment managing 15+ Docker containers for media, web, and gaming services, configured auto-renewal SSL/TLS certification with Let’s Encrypt, setup Prometheus/Grafana monitoring, and applied Fail2Ban for robust security achieving 99.9\% uptime and detailed system analytics}
 \resumeItemListEnd
 
-% \resumeProjectHeading{\textbf{\color{black}HAM10K Skin Cancer Classifier} $|$ \color{blue} \emph{Python, PyTorch, SciPy, Pandas}}{}
-% \resumeItemListStart
-% \resumeItem{Engineered a comprehensive deep learning pipeline integrating a PCA-enhanced MLP, a custom-designed DCNN, and the RegNetY-320 architecture}
-% \resumeItem{Applied systematic class rebalancing and extensive data augmentation to achieve 96.9\% accuracy, an optimal F1-score, and a flawless 1.00 AUC}
-% \resumeItemListEnd
-
 \resumeProjectHeading{\textbf{\color{black}Heart Disease Predictor} $|$ \color{blue} \emph{Python, Flask, RESTful, HTML, CSS, JS}}{}
 \resumeItemListStart
 \resumeItem{Developed a scalable Flask-RESTful API paired with an interactive HTML/JS frontend while leveraging the UCI dataset and implemented real-time feature scaling with hyperparameter tuning to deliver a 95\% prediction accuracy, supporting timely clinical decision-making}
@@ -215,22 +201,23 @@ Versatile Computer Engineer and Researcher specialized in Semantic Communication
 \resumeItem{Created a bespoke OpenAI Gym environment incorporating FFT-based audio processing and trained a PPO agent to perform adaptive noise cancellation in real time, achieving processing speeds exceeding 5,200 FPS for high-fidelity audio performance}
 \resumeItemListEnd
 \resumeSubHeadingListEnd
-\vspace{-7pt}
+ 	\vspace{-7pt}
 	
 \section{\color{blue}PUBLICATIONS}
-\resumeSubHeadingListStart
+	\resumeSubHeadingListStart
 	
-\resumeProjectHeading
-{\textbf{Network-Aware Adaptive Semantic Image Transmission in Edge-Cloud Communications}}{MECOM 2025}
-\resumeItemListStart
-\resumeItem{Proposed an adaptive JSCC framework that couples Swin-Transformers with real-time network telemetry to optimize image transmission over dynamic 5G/6G core networks (Published, IEEE Xplore)}
-\resumeItemListEnd
+        \resumeProjectHeading
+        {\textbf{Network-Aware Adaptive Semantic Image Transmission in Edge-Cloud Communications}}{MECOM 2025}
+            \resumeItemListStart
+                \resumeItem{Proposed an adaptive JSCC framework that couples Swin-Transformers with real-time network telemetry to optimize image transmission over dynamic 5G/6G core networks (Published, IEEE Xplore)}
+            \resumeItemListEnd
+        
+        \resumeProjectHeading
+        {\textbf{Boosting Edge-to-Cloud Data Transmission Efficiency with Semantic Transcoding}}{CCECE 2024}
+            \resumeItemListStart
+                \resumeItem{Utilized transformer-based edge-to-cloud models to achieve a $30\times$ bandwidth reduction and $30\%$ improvement in end-to-end latency for high-speed data systems (Published, IEEE Xplore)}
+            \resumeItemListEnd
+	\resumeSubHeadingListEnd
 
-\resumeProjectHeading
-{\textbf{Boosting Edge-to-Cloud Data Transmission Efficiency with Semantic Transcoding}}{CCECE 2024}
-\resumeItemListStart
-\resumeItem{Utilized transformer-based edge-to-cloud models to achieve a $30\times$ bandwidth reduction and $30\%$ improvement in end-to-end latency for high-speed data systems (Published, IEEE Xplore)}
-\resumeItemListEnd
-\resumeSubHeadingListEnd
 
 \end{document}