\documentclass[a4paper,10pt]{article}
\usepackage{enumitem}
\usepackage{hyperref}
\usepackage[margin=1in]{geometry}
% \usepackage{date}

% Define variables
%% Job related
\newcommand{\companyName}{Pythian}
\newcommand{\hiringManager}{Hiring Team}
\newcommand{\companyAddress}{Remote, Canada}
\newcommand{\position}{AI/ML 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}}

\begin{document}
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%        HEADER
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\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
%=============================
Pythian’s reputation for solving "tough data challenges" resonates deeply with my background in engineering high-efficiency AI pipelines for congested network environments.
As a Computer Engineering Graduate and Researcher specialized in Semantic Communications and Edge Computing, I have spent my career ensuring that mission-critical data remains reliable and performant—the same standard Pythian has championed since 1997.
I am eager to bring my expertise in model optimization and MLOps to the \position{} role to help your clients leverage bleeding-edge technologies.

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%       MAIN BODY SECTION
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\vspace{1em}
\noindent My technical background aligns directly with Pythian’s focus on robust, scalable AI systems:

\begin{itemize}[leftmargin=1.5em, labelsep=0.5em]
	\item \textbf{Optimized AI Pipelines:} I developed semantic communication pipelines using Swin Transformer models that achieved a 30x reduction in bandwidth and 29\% lower latency while maintaining 96\% task accuracy.
	\item \textbf{Production-Ready Deployment:} I have extensive experience containerizing multi-technology stacks with Docker and ROS2, and automating cloud infrastructure (AWS) using Terraform.
	\item \textbf{MLOps \& Scalability:} I implemented CI/CD pipelines via Jenkins and GitLab, reducing manual deployment steps by 80\%, and orchestrated a home lab environment managing 15+ Docker containers with Prometheus/Grafana monitoring.
	\item \textbf{Advanced AI Research:} I have published first-author IEEE research on adaptive JSCC frameworks and network-aware image transmission, demonstrating my ability to stay at the forefront of transformer-based architectures.
\end{itemize}

\vspace{1em}
Pythian’s commitment to digital transformation and operational excellence mirrors my own drive to bridge the gap between complex model prototypes and production-ready AI systems.
Whether it is quantizing models for edge constraints or orchestrating global cloud infrastructure, I thrive on making AI both accessible and highly efficient.

%=============================
%        CLOSING SECTION
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\vspace{1em}
\noindent I am confident that my blend of research-driven innovation and hands-on DevOps experience will allow me to contribute immediately to Pythian’s AI initiatives.
I look forward to the opportunity to discuss how my background in high-performance ML engineering can support your clients’ data goals.
Thank you for your time and consideration.

\vspace{2em}
\noindent Sincerely, \\
% \vspace{1em}
\noindent\name
\end{document}
