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refactor: update resume for ataba position

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Murtadha 2026-03-27 17:01:29 +03:00
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resumes/resume_en.tex
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@ -123,8 +123,8 @@
\begin{tabular*}{\textwidth}{@{\hspace{-1ex}}l} \begin{tabular*}{\textwidth}{@{\hspace{-1ex}}l}
\textbf{\href{http://m.nisyif.com/}{\Huge\color{blue}MURTADHA NISYIF}} \vspace{2pt}\\ \textbf{\href{http://m.nisyif.com/}{\Huge\color{blue}MURTADHA NISYIF}} \vspace{2pt}\\
\href{mailto:mnisyif@gmail.com}{\faIcon{at} mnisyif@gmail.com} $|$ \href{mailto:mnisyif@gmail.com}{\faIcon{at} mnisyif@gmail.com} $|$
\faIcon{phone-square-alt} +1 (519) 502-8463 $|$ \faIcon{phone-square-alt} +964 775 608 4424 $|$
\faIcon{map-marker-alt} Ontario, Canada $|$ \faIcon{map-marker-alt} Karbala, Iraq $|$
\href{https://m.nisyif.com/}{\faIcon{user-tie} m.nisyif.com} $|$ \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://www.linkedin.com/in/mnisyif}{\faIcon{linkedin} linkedin.com/ln/mnisyif} $|$
\href{https://github.com/mnisyif}{\faIcon{github} github.com/mnisyif}\vspace{12pt} \\ \href{https://github.com/mnisyif}{\faIcon{github} github.com/mnisyif}\vspace{12pt} \\
@ -136,46 +136,34 @@
\section{\color{blue}WORK EXPERIENCE} \section{\color{blue}WORK EXPERIENCE}
\resumeSubHeadingListStart \resumeSubHeadingListStart
\resumeSubheading \resumeSubheading
{Teaching Assistant - Robotic Systems}{Sep 2025 -- Dec 2025} {Teaching Assistant}{Sep 2024 -- Dec 2025}
{University of Guelph}{Guelph, Ontario} {University of Guelph}{Guelph, Ontario}
\resumeItemListStart \resumeItemListStart
\resumeItem {Conducted tutorials to reinforce lecture material and guide students through robotics concepts} \resumeItem {Led lab demonstrations and tutorials for 100+ students, providing hands-on guidance in implementing robotic control, navigation algorithms, and hardware/software integration}
\resumeItem {Led lab demonstrations and provided hands-on guidance in implementing robotic control and navigation algorithms} \resumeItem {Facilitated technical comprehension by bridging theoretical lecture concepts with practical applications in microcomputer interfacing and robotic systems}
\resumeItem {Graded assignments, lab reports, and project deliverables with constructive feedback} \resumeItem {Evaluated student performance across lab reports, project deliverables, and live demonstrations, providing constructive feedback to improve technical writing and problem-solving skills}
\resumeItem {Supported students through Q\&A sessions and office hours, enhancing both technical 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 \resumeItemListEnd
\resumeSubheading \resumeSubheading
{Teaching Assistant - Microcomputer Interfacing}{Sep 2024 -- Dec 2024} {Researcher - Machine Learning}{Jan 2024 – Dec 2025}
{University of Guelph}{ Guelph, Ontario} {University of Guelph}{ Guelph, Ontario}
\resumeItemListStart \resumeItemListStart
\resumeItem {Assisted in administering labs by guiding students through hardware/software integration tasks} \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 {Evaluated and graded lab reports and assessments, ensuring clear feedback and fair evaluation} \resumeItem {Extended models with adaptive deterministic mechanisms to handle bandwidth fluctuations and anomalies, ensuring stable real-time performance}
\resumeItem {Assessed student lab demonstrations and provided constructive feedback on their implementations} \resumeItem {Quantized encoder models to INT8 during edge–cloud simulations to emulate smartphone hardware constraints, enabling realistic performance benchmarking}
\resumeItem {Addressed student inquiries related to both lectures and lab work, reinforcing theoretical concepts through practical applications} \resumeItem {Published a first-author paper in IEEE conference proceedings, detailing the novel integration of semantic communication with edge computing for real-time, near real-time and task-offloading applications}
\resumeItemListEnd
\resumeSubheading
{Software Engineer—Machine Learning}{Jan 2024 – Aug 2025}
{University of Guelph}{ Guelph, Ontario}
\resumeItemListStart
\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 \resumeItemListEnd
\resumeSubheading \resumeSubheading
{Software Developer}{Oct 2022 – Oct 2023} {Software Developer}{Oct 2022 – Oct 2023}
{University of Guelph – Robotics Institute}{ Guelph, Ontario} {University of Guelph - Robotics Institute}{ Guelph, Ontario}
\resumeItemListStart \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 {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\%} \resumeItem {Implemented automated AWS infrastructure provisioning with Terraform and integrated CI/CD pipelines via GitLab and Jenkins, reducing manual deployment steps by 80\%}
\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 {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} \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 \resumeItemListEnd
\resumeSubHeadingListEnd \resumeSubHeadingListEnd
%-----------EDUCATION----------- %-----------EDUCATION-----------
@ -194,7 +182,6 @@
\end{tabularx} \end{tabularx}
\vspace{-7pt} \vspace{-7pt}
%-----------PROJECTS----------- %-----------PROJECTS-----------
\section{\color{blue}PROJECTS} \section{\color{blue}PROJECTS}
\resumeSubHeadingListStart \resumeSubHeadingListStart
@ -204,12 +191,6 @@
\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} \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 \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}}{} \resumeProjectHeading{\textbf{\color{black}Heart Disease Predictor} $|$ \color{blue} \emph{Python, Flask, RESTful, HTML, CSS, JS}}{}
\resumeItemListStart \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} \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}
@ -220,5 +201,23 @@
\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} \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 \resumeItemListEnd
\resumeSubHeadingListEnd \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} \end{document}