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/build/cl.pdf b/coverletters/build/cl.pdf deleted file mode 100644 index a5e2b1e..0000000 Binary files a/coverletters/build/cl.pdf and /dev/null differ diff --git a/coverletters/cl.pdf b/coverletters/cl.pdf new file mode 100644 index 0000000..b082175 Binary files /dev/null and b/coverletters/cl.pdf differ diff --git a/coverletters/cl.tex b/coverletters/cl.tex index 901fced..6fddea2 100644 --- a/coverletters/cl.tex +++ b/coverletters/cl.tex @@ -5,71 +5,23 @@ % \usepackage{date} % Define variables +%% Job related +\newcommand{\companyName}{Brock Solutions} +\newcommand{\hiringManager}{Hiring Team} +\newcommand{\companyAddress}{Kitchener, ON} +\newcommand{\position}{Control Systems Engineer} + %% Personal \newcommand{\name}{Murtadha Nisyif} \newcommand{\address}{Kitchener, Ontario, Canada} \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}} - -%% Job related -\newcommand{\companyName}{OCAS} -\newcommand{\hiringManager}{Hiring Team} -\newcommand{\companyAddress}{Guelph, Ontario, Canada} -\newcommand{\position}{Software Developer II} +\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 -%============================= -OCAS’s dedication to reinventing higher education and creating pathways for learners resonates with my background as both a Computer Engineer and a computer science educator. -As a dual graduate of the University of Guelph, I have a deep appreciation for the impact OCAS has on the Ontario college system. -I am eager to apply my expertise in full-stack development, software optimization, and modern DevOps to the \position{} role, supporting the technology that helps hundreds of thousands of individuals pursue a brighter future. - -%============================= -% MAIN BODY SECTION -%============================= -\vspace{1em} -\noindent My technical background aligns directly with the requirements for building robust, scalable software solutions at OCAS: - -\begin{itemize}[leftmargin=1.5em, labelsep=0.5em] - \item \textbf{Full-Stack Versatility:} I have architected multi-technology stacks combining Node.js, React, and Vue to enable real-time control and interactive user interfaces. - \item \textbf{Software Optimization:} I developed high-efficiency pipelines using transformer models that achieved a 30x reduction in bandwidth usage and a 29\% lower latency, demonstrating my ability to tackle complex optimization challenges. - \item \textbf{DevOps \& Infrastructure:} I have extensive experience with containerization using Docker and automating AWS infrastructure with Terraform and Jenkins, reducing manual deployment steps by 80\%. - \item \textbf{Data Management:} I am proficient in managing diverse database systems, including PostgreSQL and SQLite, and I am prepared to leverage my strong SQL foundation within your .NET and MS SQL environment. -\end{itemize} - -\vspace{1em} -I understand the vital role that dependable technology plays in the learning journey. -Whether it is decomposing complex project tasks or collaborating with architects to solve performance blockers, I am committed to delivering high-quality, efficient code that serves the OCAS mission. - -%============================= -% CLOSING SECTION -%============================= -\vspace{1em} -\noindent I am confident that my blend of research-driven innovation and hands-on software engineering will allow me to contribute immediately to the OCAS team. -I look forward to the possibility of discussing how my experience with optimization and full-stack development can support your upcoming project developments. -Thank you for your time and consideration. - -\vspace{2em} -\noindent Sincerely, \\ -\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 3b2b5c9..0000000 Binary files a/resumes/build/mnisyif_resume.pdf and /dev/null differ diff --git a/resumes/build/mnisyif_resume_en.pdf b/resumes/build/mnisyif_resume_en.pdf new file mode 100644 index 0000000..2482325 Binary files /dev/null and b/resumes/build/mnisyif_resume_en.pdf differ diff --git a/resumes/build/resume_ar.pdf b/resumes/build/resume_ar.pdf new file mode 100644 index 0000000..b164ed8 Binary files /dev/null and b/resumes/build/resume_ar.pdf differ diff --git a/resumes/mnisyif_resume.tex b/resumes/mnisyif_resume.tex deleted file mode 100644 index f1e7aaf..0000000 --- a/resumes/mnisyif_resume.tex +++ /dev/null @@ -1,228 +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{}} -%------------------------------------------- -%%%%%% RESUME STARTS HERE %%%%%%%%%%%%%%%%%%%%%%%%%%%% -\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} Kitchener, Ontario $|$ - \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} -AI Systems Engineer with expertise intersecting machine learning optimization, real-time distributed software design, and automated deployment infrastructure. Proven track record designing custom simulation environments, benchmarking edge-hardware bottlenecks, and orchestrating containerized continuous integration pipelines to optimize system constraints - -\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{Skills: } & AI Systems; DevOps; Cloud Infrastructure; IaC; Containerization; CI/CD Pipelines; Telemetry Monitoring; Agile/Scrum \\ - \textbf{Languages: } & Python; C++; C; JavaScript; Rust; HTML; Java; Bash \\ - \textbf{Tech Stacks: } & PyTorch; Stable-Baselines3; ROS2; Arduino IDE; React; FastAPI; Flask; Jest; PyTest; Docker; Jenkins; Terraform; AWS (EC2, S3); Nginx Proxy Manager; Cloudflare; Prometheus; Grafana; SQLite; PostgreSQL \\ -\end{tabularx} -\vspace{-10pt} - -%----------Experience---------- -\section{\color{blue}WORK EXPERIENCE} -\resumeSubHeadingListStart -\resumeSubheading -{Researcher - Machine Learning \& Semantic Communications}{Jan 2024 – Dec 2025} -{University of Guelph}{ Guelph, Ontario} -\resumeItemListStart -\resumeItem {Isolated and analyzed system bottlenecks across edge-cloud optical fiber networks, identifying a transition from transmission latency constraints to algorithmic compute bottlenecks during model execution} -\resumeItem {Optimized end-to-end latency pipelines utilizing Swin Transformer architectures in PyTorch, establishing benchmarking frameworks to compare transmission times across unquantized, quantized (INT8), and baseline non-transformer data states} -\resumeItem {Programmed an adaptive channel-selection algorithm utilizing logarithmic logic to dynamically scale the number of transmitted image channels based on real-time bandwidth and latency metrics} -\resumeItem {Authored and published peer-reviewed research in IEEE conference proceedings focusing on task-driven feature extraction to mitigate computational and network overhead in edge-cloud architectures} -\resumeItemListEnd - -\resumeSubheading -{Software Developer}{Oct 2022 – Oct 2023} -{University of Guelph - Robotics Institute}{ Guelph, Ontario} -\resumeItemListStart -\resumeItem {Developed distributed node architectures for an automated feeding assistant robot within ROS2, writing native C++ and Python nodes to manage core services, topics, and real-time depth-sensor camera data feeds} -\resumeItem {Designed and programmed firmware for an ESP32-based smart mechatronic door system within the Arduino environment, implementing Bluetooth Low Energy (BLE) for local smartphone authentication and Wi-Fi synchronization for backend logging} -\resumeItem {Implemented power-management states within microcontroller firmware to alternate between low-power and normal-power operational modes during continuous field deployments} -\resumeItem {Orchestrated cloud infrastructure provisioning via Terraform, automating the deployment of EC2 instances for application backends/frontends and S3 buckets for media asset management} -\resumeItemListEnd - -\resumeSubheading -{Information Technology Analyst}{Jul 2020 – Dec 2020} -{Kitchener Downtown Community Health Center - SRHC}{ Kitchener, Ontario} -\resumeItemListStart -\resumeItem {Configured distributed file architectures using a centralized Samba server, increasing secure data access and distribution efficiency by 40\% across multi-department teams} -\resumeItem {Secured network topography via FortiGate firewall and VPN implementations, supporting 60 active remote users} -\resumeItem {Deployed Prometheus and Grafana monitoring pipelines across a multi-container Docker environment to track system downtime, monitor SSH traffic, and isolate anomalous network activity} -\resumeItemListEnd - -\resumeSubHeadingListEnd - -%-----------PROJECTS----------- -\section{\color{blue}PROJECTS} -\resumeSubHeadingListStart - -\resumeProjectHeading {\textbf{\color{black}Real-Time Audio Filtering RL Environment} $|$ \color{blue} \emph{Python, PyTorch, OpenAI Gym, Stable-Baselines3, SciPy, librosa}}{} -\resumeItemListStart -\resumeItem{Constructed a custom OpenAI Gym audio environment (NoiseReductionEnv) running a frequency-domain control loop via Fast Fourier Transforms (scipy.fft.rfft) to manipulate harmonic scaling coefficients} -\resumeItem{Trained a PPO agent over 10,000 timesteps using an MlpPolicy, minimizing Mean Squared Error (MSE) against clean baseline signals to synthesize sequential 44.1 kHz time-domain outputs} -\resumeItemListEnd - -\resumeProjectHeading{\textbf{\color{black}DevOps Server Infrastructure \& CI/CD Pipeline} $|$ \color{blue} \emph{Docker, Jenkins, Nginx Proxy Manager, Cloudflare, PyTest, Jest}}{} -\resumeItemListStart -\resumeItem{Self-hosted a containerized Jenkins automation server to manage continuous integration pipelines across 15+ microservices, executing automated validation via PyTest and Jest} -\resumeItem{Architected a multi-layered proxy topography using Nginx Proxy Manager and Cloudflare to securely route web traffic, isolate runtime endpoints, and automate Let's Encrypt SSL/TLS renewals} -\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 (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 - -\end{document} diff --git a/resumes/mnisyif_resume_en.tex b/resumes/mnisyif_resume_en.tex new file mode 100644 index 0000000..c91347e --- /dev/null +++ b/resumes/mnisyif_resume_en.tex @@ -0,0 +1,332 @@ +\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{-2pt}\raggedright \fontsize{9}{12} \bfseries +}{}{0em}{}[\color{blue}\titlerule\vspace{-2pt}] + +\titlespacing{\section}{0pt}{8pt}{4pt} + +% 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} +} + +\newcommand{\resumeSubItem}[2]{ + \item + \textbf{\color{black}#1} + \vspace{1pt} + #2 +} + +\newcommand{\resumeSchoolItem}[2]{ + \item + \begin{tabular*}{1.0\textwidth}[t]{l@{\extracolsep{\fill}}r} + \textbf{\color{black} #1} & \textbf{ #2} \\ + \end{tabular*} + \vspace{-5pt} +} + +\newcommand{\resumeSubheading}[4]{ + \item + \begin{tabular*}{1.0\textwidth}[t]{l@{\extracolsep{\fill}}r} + \textbf{\color{black} #1} & \textbf{ #2} \\ + \textit{#3} & \textit{ #4} \\ + \end{tabular*} + \vspace{-2pt} +} + +\newcommand{\resumeSubSubheading}[2]{ + \item + \begin{tabular*}{1.0\textwidth}{l@{\extracolsep{\fill}}r} + \textit{#1} & \textit{ #2} \\ + \end{tabular*} + \vspace{-2pt} +} + +\newcommand{\resumeProjectHeading}[2]{ + \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={}, + itemsep=5pt, + topsep=0pt, + parsep=0pt +]} + +\newcommand{\resumeSubHeadingListEnd}{ +\end{itemize} +\vspace{-4pt} +} + +\newcommand{\resumeItemListStart}{ +\begin{itemize}[ + topsep=0pt, + itemsep=1pt, + parsep=0pt +]} + +\newcommand{\resumeItemListEnd}{ +\end{itemize} +\vspace{4pt} +} + +\newcommand{\resumeEducationListStart}{ +\begin{itemize}[ + leftmargin=0.0in, + label={}, + itemsep=0pt, + topsep=0pt, + parsep=0pt +]} + +\newcommand{\resumeEducationListEnd}{ +\end{itemize} +\vspace{-4pt} +} + +\pdfstringdefDisableCommands{\def\color#1{}} + +%------------------------------------------- +%%%%%% RESUME STARTS HERE %%%%%%%%%%%%%%%%%%%%%%%%%%%% +\begin{document} + +%----------HEADING---------- +\begin{tabular*}{\textwidth}{@{\hspace{-1ex}}l} + \textbf{\href{http://m.nisyif.com/}{\Huge\color{blue}MURTADHA SAEED NISYIF}} \vspace{2pt}\\ + \href{mailto:mnisyif@outlook.com}{\faIcon{at} mnisyif@outlook.com} $|$ + \faIcon{phone-square-alt} +86 177 0542 2865$|$ + \faIcon{map-marker-alt} Huangdao, Shandong $|$ + \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{-10pt} + +%----------Experience---------- +\section{\color{blue}WORK EXPERIENCE} +\resumeSubHeadingListStart + +\resumeSubheading +{ICT Teacher}{Mar 2026 -- Jul 2026} +{International Community School}{Baghdad, Iraq} +\resumeItemListStart +\resumeItem{Delivered the Cambridge ICT curriculum to Grades 1-8, teaching computer fundamentals, Microsoft Office applications, internet safety, digital citizenship, introductory programming, robotics, and computer hardware concepts} +\resumeItem{Designed and implemented grade-specific lesson plans, assignments, and practical activities aligned with curriculum objectives and student learning outcomes} +\resumeItem{Managed and maintained the computer laboratory by troubleshooting hardware/software issues, installing educational applications, and preparing classroom infrastructure} +\resumeItem{Restored ICT instruction following a three-month teaching vacancy by developing structured learning plans to ensure academic continuity} +\resumeItemListEnd + +\resumeSubheading +{Researcher - Machine Learning \& Semantic Communications}{Jan 2024 -- Dec 2025} +{University of Guelph}{Guelph, Ontario} +\resumeItemListStart +\resumeItem{Investigated end-to-end latency bottlenecks across edge-cloud communication pipelines, identifying transitions between network transmission constraints and model execution bottlenecks} +\resumeItem{Developed semantic communication frameworks using Swin Transformer architectures in PyTorch, achieving 30$\times$ bandwidth reduction and 29\% lower latency while maintaining at least 96\% task accuracy under variable network conditions} +\resumeItem{Optimized inference pipelines through INT8 model quantization and edge-cloud hardware emulation, enabling realistic benchmarking under smartphone-class computational constraints} +\resumeItem{Designed adaptive channel-selection algorithms using real-time bandwidth and latency telemetry to dynamically optimize transmitted semantic features under changing network conditions} +\resumeItem{Established benchmarking frameworks comparing transformer-based transmission, quantized models, and conventional data transmission approaches} +\resumeItem{Published first-author peer-reviewed IEEE conference papers focusing on semantic communication, task-driven feature extraction, and edge-cloud optimization} +\resumeItemListEnd + +\resumeSubheading +{Teaching Assistant}{Sep 2024 -- Dec 2025} +{University of Guelph}{Guelph, Ontario} +\resumeItemListStart +\resumeItem{Led laboratory sessions and tutorials for over 100 undergraduate students in robotics and microcomputer interfacing, providing technical instruction and hands-on guidance} +\resumeItem{Connected theoretical concepts with practical implementation through demonstrations, guided programming exercises, and hardware-based experiments} +\resumeItem{Prepared and graded laboratory reports, programming assignments, and project demonstrations while providing technical feedback} +\resumeItem{Mentored students during office hours, assisting with debugging, embedded systems development, and engineering design challenges} +\resumeItemListEnd + +\resumeSubheading +{Software Developer}{Oct 2022 -- Oct 2023} +{University of Guelph - Robotics Institute}{Guelph, Ontario} +\resumeItemListStart +\resumeItem{Developed distributed robotic software architectures using ROS2, C++, and Python, implementing nodes, topics, and real-time sensor processing pipelines for autonomous robotic systems} +\resumeItem{Architected and containerized a multi-technology software stack integrating ROS2, Node.js, Vue, and Docker to enable distributed real-time robotic control} +\resumeItem{Designed and programmed ESP32-based smart mechatronic systems using Arduino firmware, implementing BLE authentication, Wi-Fi synchronization, and low-power operational states} +\resumeItem{Automated cloud infrastructure deployment using Terraform, provisioning AWS EC2 instances, S3 storage, and application environments while reducing manual deployment overhead} +\resumeItem{Implemented CI/CD workflows using GitLab and Jenkins, integrating automated testing and deployment processes for distributed applications} +\resumeItemListEnd + +\resumeSubheading +{Information Technology Analyst}{Jul 2020 -- Dec 2020} +{Kitchener Downtown Community Health Center - SRHC}{Kitchener, Ontario} +\resumeItemListStart +\resumeItem{Configured centralized Samba-based file infrastructure, improving secure data access and distribution efficiency by 40\% across multi-department teams} +\resumeItem{Implemented FortiGate firewall policies and VPN infrastructure supporting secure remote access for 60+ users} +\resumeItem{Deployed Docker-based monitoring infrastructure using Prometheus and Grafana to track service availability, SSH activity, and system anomalies} +\resumeItemListEnd + +\resumeSubHeadingListEnd + +%-----------EDUCATION----------- +\section{\color{blue}EDUCATION} +\resumeEducationListStart + +\resumeSchoolItem +{University of Guelph $|$ \color{blue}\emph{Master of Applied Science - Semantic Communication}} +{Dec 2025} + +\resumeSchoolItem +{University of Guelph $|$ \color{blue}\emph{Bachelor of Engineering - Computer Engineering}} +{Apr 2023} + +\resumeEducationListEnd + +%-----------SKILLS----------- +\section{\color{blue}SKILLS, TECHNOLOGIES, INTERESTS} + +\begin{tabularx}{\textwidth}{ @{} >{\bfseries}l X } + + \textbf{Skills: } & AI Systems; Machine Learning; Deep Learning; Semantic Communications; Edge Computing; Cloud Infrastructure; DevOps; Infrastructure as Code; Containerization; CI/CD; Distributed Systems; Embedded Systems; Network Monitoring; Agile/Scrum \\ + + \textbf{Languages: } & Python; C; Rust; JavaScript; Java; Go; Bash; HTML/CSS \\ + + \textbf{AI \& ML: } & PyTorch; Swin Transformers; Stable-Baselines3; Reinforcement Learning; OpenAI Gymnasium; Scikit-learn; Model Quantization; Computer Vision; Signal Processing \\ + + \textbf{Software Stack: } & FastAPI; Flask; React; React Native; Node.js; Express.js; ROS2; Vue; PyTest; Swagger \\ + + \textbf{Cloud \& DevOps: } & Docker; Kubernetes; Jenkins; GitLab CI/CD; Terraform; AWS (EC2, S3); Nginx; Cloudflare; Prometheus; Grafana; SSL/TLS; Linux Administration \\ + + \textbf{Databases: } & PostgreSQL; SQLite; MongoDB \\ + + \textbf{Embedded Systems: } & ESP32; Arduino; Microcontroller Programming; BLE; Sensor Integration; Robotics Hardware Interfaces +\end{tabularx} +% \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 + + +\resumeProjectHeading +{\textbf{\color{black}Home Lab Administration} $|$ \color{blue}\emph{Docker, Terraform, Jenkins, Prometheus, Grafana, SSL/TLS}} +{} +\resumeItemListStart +\resumeItem{Orchestrated a self-hosted infrastructure environment managing 15+ Docker containers for media, web, and gaming services with automated SSL/TLS renewal, monitoring, and security hardening} +\resumeItem{Implemented Prometheus and Grafana observability pipelines, Fail2Ban security policies, reverse proxy routing, and automated deployment workflows achieving 99.9\% service availability} +\resumeItemListEnd + + +\resumeProjectHeading +{\textbf{\color{black}Real-Time Audio Filtering with Reinforcement Learning} $|$ \color{blue}\emph{Python, PyTorch, Gymnasium, Stable-Baselines3, SciPy, librosa}} +{} +\resumeItemListStart +\resumeItem{Constructed a custom OpenAI Gymnasium environment implementing FFT-based frequency-domain audio processing and adaptive harmonic filtering} +\resumeItem{Trained PPO reinforcement learning agents using Stable-Baselines3 over 10,000 timesteps to optimize noise reduction performance against clean reference signals} +\resumeItemListEnd + + +\resumeProjectHeading +{\textbf{\color{black}Heart Disease Predictor} $|$ \color{blue}\emph{Python, Flask, RESTful API, HTML, CSS, JavaScript}} +{} +\resumeItemListStart +\resumeItem{Developed a full-stack machine learning application using Flask REST API and interactive frontend components, implementing preprocessing pipelines and hyperparameter optimization achieving 95\% prediction accuracy} +\resumeItemListEnd + + +\resumeProjectHeading +{\textbf{\color{black}DevOps Server Infrastructure \& CI/CD Pipeline} $|$ \color{blue}\emph{Docker, Jenkins, Nginx, Cloudflare, PyTest, Jest}} +{} +\resumeItemListStart +\resumeItem{Built containerized CI/CD infrastructure using Jenkins to automate testing and deployment workflows across multiple services using PyTest and Jest validation pipelines} +\resumeItem{Configured secure application delivery using Nginx reverse proxy, Cloudflare integration, and automated Let's Encrypt SSL/TLS certificate management} +\resumeItemListEnd + + +\resumeSubHeadingListEnd +\vspace{-5pt} + +\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 (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 + + +\end{document} diff --git a/resumes/resume_ar.docx b/resumes/resume_ar.docx new file mode 100644 index 0000000..4b874e3 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}