refactor: change the structure of building latex files

resumes/mnisyif_resume.tex

@@ -82,11 +82,11 @@
     \end{tabular*}\vspace{-7pt}
 }
 
-\newcommand{\resumeSubheading}[4]{
+\newcommand{\resumeSubheading}[3]{
   \vspace{-2pt}\item
     \begin{tabular*}{1.0\textwidth}[t]{l@{\extracolsep{\fill}}r}
-      \textbf{\color{black} #1} & \textbf{ #2} \\
-      \textit{#3} & \textit{ #4} \\
+        \textbf{\color{black} #1} & \textbf{ #2}\\
+      \textit{#3} \\
     \end{tabular*}\vspace{-7pt}
 }
 
@@ -121,7 +121,7 @@
 
 %----------HEADING----------
 \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} $|$ 
     \faIcon{phone-square-alt} +1 (519) 502-8463 $|$ 
     \faIcon{map-marker-alt} Ontario, Canada $|$ 
@@ -132,22 +132,40 @@
 
 \vspace{-20pt}
 
+%-----------EDUCATION-----------
+\section{\color{blue}EDUCATION}
+    \resumeSubHeadingListStart
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{MASc. - Computer Engineering}}{Aug 2025}
+        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Eng. - Computer Engineering}}{Apr 2023}
+    \resumeSubHeadingListEnd
+% \vspace{-8pt}
+
+%-----------SKILLS-----------
+\section{\color{blue}CERTIFICATIONS, SKILLS, TECHNOLOGIES, INTERESTS}
+  \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\\
+    \textbf{Languages: }      & English (Fluent); Arabic (Fluent)  \end{tabularx}
+  \vspace{-7pt}
+
 %----------Experience----------
 \section{\color{blue}WORK EXPERIENCE}
     \resumeSubHeadingListStart
        \resumeSubheading
-            {Researcher - Machine Learning \& Semantic Communications}{Jan 2024 – Dec 2025}
-            {University of Guelph}{ Guelph, Ontario}
+            {Software Engineer—Machine Learning}{Jan 2024 – Aug 2025}
+            {University of Guelph}{}
             \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 {Developed semantic communication pipelines using Swin Transformer, achieving a 30x reduction in bandwidth utilization and 29\% lower latency while preserving at least 96\% data accuracy post-decoding under variable network conditions}
+                \resumeItem {Extended the functionality of Swin Transformer to adapt to network conditions and handle anomalies, achieving 80\% lower latency by augmenting it with deterministic log-based algorithms}
+                \resumeItem {Explored model quantization to deploy and emulate edge device-server environments, achieving realistic emulation and delivering high accuracy simulation reuslts}
+                \resumeItem {Published as first author findings in IEEE CCECE '24 and MECOM '25, detailing the novel integration of semantic communications in edge-cloud computing systems}
             \resumeItemListEnd
 
         \resumeSubheading
             {Software Developer}{Oct 2022 – Oct 2023}
-            {University of Guelph – Robotics Institute}{ Guelph, Ontario}
+            {University of Guelph – Robotics Institute}{}
             \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\%}
@@ -157,30 +175,17 @@
 
         \resumeSubheading
             {Information Technology Analyst}{Jul 2020 – Dec 2020}
-            {Kitchener Downtown Community Health Center — SRHC}{ Kitchener, Ontario}
+            {Kitchener Downtown Community Health Center — SRHC}{}
             \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}
+                \resumeItem {Revamped the 3CX PBX system by re-architecting call routing and queue management, reducing patient on-hold times by 30\% and enhancing communication reliability}
+                \resumeItem {Led a comprehensive hardware modernization initiative by replacing legacy switches, servers, and workstations, which reduced operating costs by 45\% while boosting network performance and security}
             \resumeItemListEnd
 
     \resumeSubHeadingListEnd
+    % \vspace{-8pt}
 
-%-----------EDUCATION-----------
-\section{\color{blue}EDUCATION}
-    \resumeSubHeadingListStart
-        \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{Masters of Applied Science - Semantic Communication \& ML}}{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; JavaScript; Rust; HTML; Java; Bash\\
-    \textbf{Tech Stacks: }    & FastAPI; PyTorch; React; Flask; SQLite, PostgresSQL, MongoDB, Express JS; Node.js; Swagger; Docker; Git; Jenkins; Terraform; AWS; Kubernetes
-    % \textbf{Languages: }      & English (Fluent); Arabic (Fluent)
-  \end{tabularx}
-  \vspace{-7pt}
 
 %-----------PROJECTS-----------
 \section{\color{blue}PROJECTS}