diff --git a/resumes/Murtadha.pdf b/resumes/Murtadha.pdf
index dd34675..8f6a34e 100644
Binary files a/resumes/Murtadha.pdf and b/resumes/Murtadha.pdf differ
diff --git a/resumes/Murtadha.tex b/resumes/Murtadha.tex
index 5560cc0..4a00d7d 100644
--- a/resumes/Murtadha.tex
+++ b/resumes/Murtadha.tex
@@ -18,6 +18,7 @@
 \usepackage{graphicx}
 \usepackage[export]{adjustbox}
 \usepackage{multirow}
+\usepackage{textcase}
 \setlength{\multicolsep}{-3.0pt}
 \setlength{\columnsep}{-1pt}
 \input{glyphtounicode}
@@ -43,7 +44,7 @@
 
 % Sections formatting
 \titleformat{\section}{
-  \vspace{-4pt}\scshape\raggedright \fontsize{12}{10} \bfseries
+  \vspace{-4pt}\raggedright \fontsize{12}{10} \bfseries
 }{}{0em}{}[\color{blue}\titlerule \vspace{-5pt}]
 
 % Ensure that generate pdf is machine readable/ATS parsable
@@ -103,6 +104,7 @@
 \newcommand{\resumeItemListStart}{\begin{itemize}}
 \newcommand{\resumeItemListEnd}{\end{itemize}\vspace{-7pt}}
 
+\pdfstringdefDisableCommands{\def\color#1{}} 
 %-------------------------------------------
 %%%%%%  RESUME STARTS HERE  %%%%%%%%%%%%%%%%%%%%%%%%%%%%
 \begin{document}
@@ -110,34 +112,16 @@
 %----------HEADING----------
 \begin{tabular*}{\textwidth}{ @{\extracolsep{\fill}}l @{\hspace{-1ex}}l @{\hspace{-1ex}}l}
     \textbf{\href{http://m.nisyif.com/}{\huge\color{blue}Murtadha Saeed Nisyif}} & \faIcon{map-marker-alt} Ontario, Canada & \faIcon{link} \href{https://m.nisyif.com/}{m.nisyif.com} \\
-    \emph{\Large Cloud and ML Engineer} & \faIcon{at} \href{mailto:mnisyif@gmail.com}{mnisyif@gmail.com} & \faIcon{linkedin} \href{https://www.linkedin.com/in/mnisyif/}{linkedin.com/in/mnisyif}\\
+    \emph{\Large Software Engineer} & \faIcon{at} \href{mailto:mnisyif@gmail.com}{mnisyif@gmail.com} & \faIcon{linkedin} \href{https://www.linkedin.com/in/mnisyif/}{linkedin.com/in/mnisyif}\\
     & \faIcon{phone-square-alt} +1 (519) 502-8463 & \faIcon{github} \href{https://www.github.com/mnisyif}{github.com/mnisyif}
 \end{tabular*}
 \vspace{-10pt}
-% %----------HEADING----------
-% \begin{tabular*}{\textwidth}{@{\extracolsep{\fill}} l l l c}
-%     % First row with name, location, and portfolio link
-%     \textbf{\href{http://m.nisyif.com/}{\huge\color{blue}Murtadha Saeed Nisyif}} &
-%     \faIcon{map-marker-alt} Ontario, Canada &
-%     \faIcon{link} \href{https://m.nisyif.com/}{Portfolio} &
-%     \multirow{3}{*}{\includegraphics[height=2.2cm,frame,round=0.2cm]{my_picture.jpg}} \\
-%     % Second row with job title and email
-%     \emph{\Large Computer Engineer} &
-%     \faIcon{at} \href{mailto:mnisyif@gmail.com}{mnisyif@gmail.com} &
-%     \faIcon{linkedin} \href{https://www.linkedin.com/in/mnisyif/}{LinkedIn} & \\
-%     % Third row with phone and GitHub
-%     &
-%     \faIcon{phone-square-alt} +1 (519) 502-8463 &
-%     \faIcon{github} \href{https://www.github.com/mnisyif}{Github} & \\
-% \end{tabular*}
-% \vspace{-5pt}
-
 
 %----------Experience----------
 \section{\color{blue}Relevant Work Experience}
     \resumeSubHeadingListStart
         \resumeSubheading
-            {ML Engineer - Researcher}{Jan 2024 -- Dec 2024}
+            {Software Engineer - Machine Learning}{Jan 2024 -- Dec 2024}
             {University of Guelph}{Guelph, Ontario}
             \resumeItemListStart
                 \resumeItem {Performed latency data acquisition across diverse hardware setups and executed feature engineering to identify key correlations, enhancing model performance under varying network conditions}
@@ -208,13 +192,13 @@
 \vspace{-8pt}
 
 %---------Publications---------
-\section{\color{blue}Publications}
-    \resumeSubHeadingListStart
-        \resumeSubheading
-            {Boosting Edge-to-Cloud Data Transmission Efficiency with Semantic Transcoding}{}
-            {Published @ IEEE CCECE (Aug 2024)}{}
-            \resumeItemListStart
-                \resumeItem {Explored a novel approach to incorporate semantic transcoding in edge-cloud system to reduce data latency rates}
-            \resumeItemListEnd
-    \resumeSubHeadingListEnd
+% \section{\color{blue}Publications}
+%     \resumeSubHeadingListStart
+%         \resumeSubheading
+%             {Boosting Edge-to-Cloud Data Transmission Efficiency with Semantic Transcoding}{}
+%             {Published @ IEEE CCECE (Aug 2024)}{}
+%             \resumeItemListStart
+%                 \resumeItem {Explored a novel approach to incorporate semantic transcoding in edge-cloud system to reduce data latency rates}
+%             \resumeItemListEnd
+%     \resumeSubHeadingListEnd
 \end{document}