diff --git a/.gitignore b/.gitignore index 36347b5..2939f73 100644 --- a/.gitignore +++ b/.gitignore @@ -7,3 +7,9 @@ *.log *.out *.synctex.gz + +# Ignore everything in the build directory +build/* + +!build/*.pdf + diff --git a/coverletters/cl.pdf b/coverletters/cl.pdf index d64b87a..b082175 100644 Binary files a/coverletters/cl.pdf and b/coverletters/cl.pdf differ diff --git a/coverletters/cl.tex b/coverletters/cl.tex index 3886b18..6fddea2 100644 --- a/coverletters/cl.tex +++ b/coverletters/cl.tex @@ -6,10 +6,10 @@ % Define variables %% Job related -\newcommand{\companyName}{DataAnnotation} +\newcommand{\companyName}{Brock Solutions} \newcommand{\hiringManager}{Hiring Team} \newcommand{\companyAddress}{Kitchener, ON} -\newcommand{\position}{Cloud Engineer - AI Trainer} +\newcommand{\position}{Control Systems Engineer} %% Personal \newcommand{\name}{Murtadha Nisyif} @@ -17,51 +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 -%============================= -I am writing to express my interest in the \position{} role at \companyName. -I am a recent graduate in Computer Engineering with a background in backend development, cloud deployment, and machine learning systems. -I have built and deployed full-stack applications and production-level services using Python, Docker, Flask, and CI/CD pipelines, and have experience working in both academic and team-based engineering environments. -I’m eager to contribute my skills and energy to a team committed to technical excellence and innovation. - -%============================= -% MAIN BODY SECTION -%============================= -\vspace{1em} -\noindent My technical experience includes training ML models, deploying microservices, and integrating code into automated testing workflows. I’ve developed a heart disease prediction app using Flask and scikit-learn, engineered full-stack projects with React and Java, and maintained a Docker-based homelab environment running CI/CD and container orchestration. Other projects include memory allocation simulators in C, car classification using CNNs, reinforcement-based dynamic noise cancellation, and an accessibility-focused Braille converter powered by Raspberry Pi. - -\vspace{1em} -In addition to my programming work, I bring strong written communication skills and attention to detail. Whether writing technical documentation, explaining model decisions, or debugging tricky outputs, I enjoy breaking down complex problems and analyzing code quality. I am confident in evaluating code for correctness, performance, and clarity. I look forward to helping shape models that do the same. - -%============================= -% CLOSING SECTION -%============================= -\vspace{1em} -\noindent I am confident that my hands-on experience, collaborative mindset, and drive for technical excellence make me a strong fit for the \position{} role at \companyName. I am available for an interview at your convenience and would appreciate the opportunity to further discuss how I can contribute to your team. Please feel free to reach out to me at \email{} or by phone at \phone. 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} diff --git a/coverletters/sections/00-header.tex b/coverletters/sections/00-header.tex new file mode 100644 index 0000000..44f779b --- /dev/null +++ b/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} diff --git a/coverletters/sections/01-intro.tex b/coverletters/sections/01-intro.tex new file mode 100644 index 0000000..757b94d --- /dev/null +++ b/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.\\ diff --git a/coverletters/sections/02-body.tex b/coverletters/sections/02-body.tex new file mode 100644 index 0000000..1d269bd --- /dev/null +++ b/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.\\ \ No newline at end of file diff --git a/coverletters/sections/03-closing.tex b/coverletters/sections/03-closing.tex new file mode 100644 index 0000000..0d66037 --- /dev/null +++ b/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 diff --git a/resumes/build/mnisyif_resume.pdf b/resumes/build/mnisyif_resume.pdf deleted file mode 100644 index 24acaba..0000000 Binary files a/resumes/build/mnisyif_resume.pdf and /dev/null differ diff --git a/resumes/build/resume_ar.pdf b/resumes/build/resume_ar.pdf new file mode 100644 index 0000000..5ced4c5 Binary files /dev/null and b/resumes/build/resume_ar.pdf differ diff --git a/resumes/build/resume_en.pdf b/resumes/build/resume_en.pdf new file mode 100644 index 0000000..38632a3 Binary files /dev/null and b/resumes/build/resume_en.pdf differ diff --git a/resumes/resume_ar.docx b/resumes/resume_ar.docx new file mode 100644 index 0000000..0cbb569 Binary files /dev/null and b/resumes/resume_ar.docx differ diff --git a/resumes/resume_ar.tex b/resumes/resume_ar.tex new file mode 100644 index 0000000..a878b73 --- /dev/null +++ b/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} diff --git a/resumes/mnisyif_resume.tex b/resumes/resume_en.tex similarity index 63% rename from resumes/mnisyif_resume.tex rename to resumes/resume_en.tex index 697738b..3ee949e 100644 --- a/resumes/mnisyif_resume.tex +++ b/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} +964 775 608 4424 $|$ - \faIcon{map-marker-alt} Karbala, Iraq $|$ + \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} \\ @@ -133,46 +132,43 @@ \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. \textbf{Bilingual in English and Arabic}, with expertise in developing high-efficiency AI pipelines for 5G/6G and Smart City infrastructure. 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 - Robotic Systems}{Sep 2025 -- Dec 2025} +{University of Guelph}{Guelph, Ontario} +\resumeItemListStart +\resumeItem {Conducted tutorials to reinforce lecture material and guide students through robotics concepts} +\resumeItem {Led lab demonstrations and provided hands-on guidance in implementing robotic control and navigation algorithms} +\resumeItem {Graded assignments, lab reports, and project deliverables with constructive feedback} +\resumeItem {Supported students through Q\&A sessions and office hours, enhancing both technical and problem-solving skills} +\resumeItemListEnd + +\resumeSubheading +{Teaching Assistant - Microcomputer Interfacing}{Sep 2024 -- Dec 2024} +{University of Guelph}{Guelph, Ontario} +\resumeItemListStart +\resumeItem {Assisted in administering labs by guiding students through hardware/software integration tasks} +\resumeItem {Evaluated and graded lab reports and assessments, ensuring clear feedback and fair evaluation} +\resumeItem {Assessed student lab demonstrations and provided constructive feedback on their implementations} +\resumeItem {Addressed student inquiries related to both lectures and lab work, reinforcing theoretical concepts through practical applications} +\resumeItemListEnd + +\resumeSubheading +{Software Engineer—Machine Learning}{Jan 2024 – Aug 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} +\resumeItem {Spearheaded the integration of a Swin-Transformer–based compressor into a sophisticated edge-to-cloud pipeline, achieving a 30× reduction in bandwidth usage and a 29\% decrease in latency under variable network conditions} +\resumeItem {Architectured 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 {Quantized PyTorch models via Vitis AI to ONNX for deployment on Xilinx Kria SoCs, leveraging hardware acceleration for 3× faster inference} +\resumeItem {Published a first-author paper in IEEE conference proceedings, detailing the novel integration of semantic communication with edge computing for real-time applications} +\resumeItem {Extended semantic communication models with predictive adaptation mechanisms for network anomalies, sustaining 96\% task accuracy under fluctuating conditions} \resumeItemListEnd \resumeSubheading {Software Developer}{Oct 2022 – Oct 2023} -{University of Guelph - Robotics Institute}{ Guelph, Ontario} +{University of Guelph – Robotics Institute}{ Guelph, Ontario} \resumeItemListStart \resumeItem {Architected and containerized a multi-technology stack combining ROS2, Node.js, and Vue to enable seamless real-time control across distributed robotic systems} \resumeItem {Implemented automated AWS infrastructure provisioning with Terraform and integrated CI/CD pipelines via GitLab and Jenkins, reducing manual deployment steps by 80\%} @@ -180,16 +176,25 @@ Versatile Computer Engineer and Researcher specialized in Semantic Communication \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 @@ -199,11 +204,11 @@ 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}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 @@ -215,22 +220,5 @@ 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} - -\section{\color{blue}PUBLICATIONS} -\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 (Accepted, IEEE MECOM25)} -\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 \end{document}