diff --git a/coverletters/cl.pdf b/coverletters/cl.pdf index a2cc4b2..d64b87a 100644 Binary files a/coverletters/cl.pdf and b/coverletters/cl.pdf differ diff --git a/coverletters/cl.tex b/coverletters/cl.tex index 1cecb57..3886b18 100644 --- a/coverletters/cl.tex +++ b/coverletters/cl.tex @@ -6,21 +6,62 @@ % Define variables %% Job related -\newcommand{\companyName}{GHD} +\newcommand{\companyName}{DataAnnotation} \newcommand{\hiringManager}{Hiring Team} -\newcommand{\companyAddress}{Waterloo, ON} -\newcommand{\position}{General Graduate Engineer} +\newcommand{\companyAddress}{Kitchener, ON} +\newcommand{\position}{Cloud Engineer - AI Trainer} %% Personal -\newcommand{\name}{Murtadha Saeed Nisyif} +\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} -\input{sections/00-header.tex}\\ -\input{sections/01-intro.tex}\\ -\input{sections/02-body.tex} \\ -\input{sections/03-closing.tex} +%============================= +% 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 +%============================= +I am writing to express my interest in the \position{} role at \companyName. +I am a recent graduate in Computer Engineering with a background in backend development, cloud deployment, and machine learning systems. +I have built and deployed full-stack applications and production-level services using Python, Docker, Flask, and CI/CD pipelines, and have experience working in both academic and team-based engineering environments. +I’m eager to contribute my skills and energy to a team committed to technical excellence and innovation. + +%============================= +% MAIN BODY SECTION +%============================= +\vspace{1em} +\noindent My technical experience includes training ML models, deploying microservices, and integrating code into automated testing workflows. I’ve developed a heart disease prediction app using Flask and scikit-learn, engineered full-stack projects with React and Java, and maintained a Docker-based homelab environment running CI/CD and container orchestration. Other projects include memory allocation simulators in C, car classification using CNNs, reinforcement-based dynamic noise cancellation, and an accessibility-focused Braille converter powered by Raspberry Pi. + +\vspace{1em} +In addition to my programming work, I bring strong written communication skills and attention to detail. Whether writing technical documentation, explaining model decisions, or debugging tricky outputs, I enjoy breaking down complex problems and analyzing code quality. I am confident in evaluating code for correctness, performance, and clarity. I look forward to helping shape models that do the same. + +%============================= +% CLOSING SECTION +%============================= +\vspace{1em} +\noindent I am confident that my hands-on experience, collaborative mindset, and drive for technical excellence make me a strong fit for the \position{} role at \companyName. I am available for an interview at your convenience and would appreciate the opportunity to further discuss how I can contribute to your team. Please feel free to reach out to me at \email{} or by phone at \phone. Thank you for your time and consideration. + +\vspace{2em} +\noindent Sincerely, \\ +% \vspace{1em} +\noindent\name \end{document} diff --git a/coverletters/sections/00-header.tex b/coverletters/sections/00-header.tex deleted file mode 100644 index 44f779b..0000000 --- a/coverletters/sections/00-header.tex +++ /dev/null @@ -1,14 +0,0 @@ -\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 deleted file mode 100644 index 1be9cc3..0000000 --- a/coverletters/sections/01-intro.tex +++ /dev/null @@ -1,3 +0,0 @@ -\indent I am excited to apply for the \position\ position at \companyName. -Having achieved a bachelor's in Computer Engineering, with a robust background in design and implementation, paired with extensive experience in various software like MATLAB, AutoCAD and Solidworks. -I am confident in my ability to contribute to your team and help drive the continued success of \companyName.\\ \ No newline at end of file diff --git a/coverletters/sections/02-body.tex b/coverletters/sections/02-body.tex deleted file mode 100644 index a666c7e..0000000 --- a/coverletters/sections/02-body.tex +++ /dev/null @@ -1,13 +0,0 @@ -\indent My experience in software engineering at the University of Guelph has honed my skills in writing high-performance, scalable code in C and other languages. -I have been deeply involved in the development of real-time processing systems, where I implemented multithreaded C++ and Python modules for robotic applications and utilized C to deploy ML models enhanced with hardware-acceleration on Xilinx SoCs. -These experiences have given me a solid foundation in writing efficient, maintainable code and a deep understanding of the importance of system reliability.\\ - -At the Robotics Institute, I contributed to the development and deployment of a Node.js and PostgresDB backend system on AWS EC2 for an accessibility application, which was part of a research conducted at the institute. -This system featured a frontend interface that retrieved data from the PostgresDB, enabling real-time visualization and analysis of user activity. -In addition to developing the system, I also maintained the frontend application, ensuring that dependencies were regularly updated to keep the system secure and functional. -By facilitating seamless communication with users, this setup ensured that feedback was effectively gathered and integrated, resulting in enhanced system usability and functionality. \\ - -In addition to my technical expertise, I bring a passion for best practices in software development. -I am experienced in conducting comprehensive code reviews, ensuring adherence to coding standards, and employing Test-Driven and Security-Driven Development methodologies. -My commitment to quality is further demonstrated through my hands-on experience in my homelab, where I manage and monitor Dockerized applications, develop and dockerize services, and deploy them using a robust CI/CD pipeline. -This setup streamlines the entire process of building, testing, and deploying applications, ensuring efficiency and reliability in every stage of the software lifecycle. \\ \ No newline at end of file diff --git a/coverletters/sections/03-closing.tex b/coverletters/sections/03-closing.tex deleted file mode 100644 index a3d82a9..0000000 --- a/coverletters/sections/03-closing.tex +++ /dev/null @@ -1,11 +0,0 @@ -\indent I am confident that my experience, skill set, and drive make me a strong candidate at \companyName. -I look forward to the possibility of discussing how I can contribute to \companyName’s success. -I am available at your earliest convenience for an interview and can be reached via email at \email\ or by phone at \phone. -Thank you for your time. - -\vspace{2em} - -\noindent Sincerely, \\ -\vspace{1em} - -\noindent \name \ No newline at end of file diff --git a/resumes/Murtadha.pdf b/resumes/Murtadha.pdf index dd34675..e6672a2 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..e40f0a1 100644 --- a/resumes/Murtadha.tex +++ b/resumes/Murtadha.tex @@ -18,6 +18,12 @@ \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} @@ -43,16 +49,20 @@ % Sections formatting \titleformat{\section}{ - \vspace{-4pt}\scshape\raggedright \fontsize{12}{10} \bfseries + \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\small{ + \item{ {#1\vspace{-2pt}} } } @@ -61,36 +71,37 @@ \item \textbf{\color{black}#1} \vspace{1pt} % Adjust this value to increase or decrease space - \small#2\vspace{-2pt} % Adjust this value to increase or decrease space between items +% \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{\small #2} \\ + \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{\small #2} \\ - \textit{\small#3} & \textit{\small #4} \\ + \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{\small#1} & \textit{\small #2} \\ + \textit{#1} & \textit{ #2} \\ \end{tabular*}\vspace{-7pt} } \newcommand{\resumeProjectHeading}[2]{ \vspace{-2pt}\item \begin{tabular*}{1.00\textwidth}{l@{\extracolsep{\fill}}r} - \small#1 & \textbf{\small #2}\\ - \end{tabular*}\vspace{-10pt} + #1 & \textbf{ #2}\\ + \end{tabular*}\vspace{-8pt} } % \newcommand{\resumeSubItem}[1]{\resumeItem{#1}\vspace{-4pt}} @@ -103,118 +114,104 @@ \newcommand{\resumeItemListStart}{\begin{itemize}} \newcommand{\resumeItemListEnd}{\end{itemize}\vspace{-7pt}} +\pdfstringdefDisableCommands{\def\color#1{}} %------------------------------------------- %%%%%% RESUME STARTS HERE %%%%%%%%%%%%%%%%%%%%%%%%%%%% \begin{document} %----------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}\\ - & \faIcon{phone-square-alt} +1 (519) 502-8463 & \faIcon{github} \href{https://www.github.com/mnisyif}{github.com/mnisyif} +\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} Ontario, Canada $|$ + \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} -% %----------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} +\vspace{-20pt} %----------Experience---------- -\section{\color{blue}Relevant Work Experience} +\section{\color{blue}WORK EXPERIENCE} \resumeSubHeadingListStart - \resumeSubheading - {ML Engineer - Researcher}{Jan 2024 -- Dec 2024} - {University of Guelph}{Guelph, Ontario} + \resumeSubheading + {Researcher - Machine Learning \& Semantic Communications}{Jan 2024 – Dec 2025} + {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} - \resumeItem {Designed, implemented, 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 {Deployed Swin Transformer-based models in edge-cloud systems to offload processing from the core network, achieving higher throughput and reducing end-to-end communication latency by up to 29\%, alongside a 30x reduction in network bandwidth utilization} - \resumeItem {Deployed existing PyTorch-based implementations onto Kira SoCs using Vitis AI™, to leverage SoC's hardware acceleration} + \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} \resumeItemListEnd \resumeSubheading - {Software Developer}{Oct 2022 -- Oct 2023} - {University of Guelph - Robotics Institute}{Guelph, Ontario} + {Software Developer (Work Study)}{Oct 2022 – Oct 2023} + {University of Guelph – Robotics Institute}{ Guelph, Ontario} \resumeItemListStart - \resumeItem {Implemented a server-client backend system for an Assistive Robotic Feeding System in ROS2, utilizing Python and C++ packages to integrate robotic components with system software} - \resumeItem {Designed and deployed a wheelchair-friendly smart door system with geo-fencing and automated operations, leveraging ESP32 microprocessors, PIR sensors, and smartphone control via a React Native app, showcasing systems integration} - \resumeItem {Enhanced and maintained the smart door system's full-stack codebase, including a Node.js backend, React Native app, and Vue Dashboard, incorporating advanced features like voice recognition and passive BLE scanning and real-time user analytics for seamless user experience} - \resumeItem {Deployed scalable, reliable full-stack app on AWS EC2 instances and S3 storage using Terraform for Infrastructure as Code (IaC), and Jenkins for CI/CD cloud infrastructure and automated deployment} + \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 {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} \resumeItemListEnd \resumeSubheading - {Information Technology Analyst}{Jul 2020 -- Dec 2020} - {Kitchener Downtown Community Health Centre - SRHC}{Kitchener, Ontario} + {Information Technology Analyst}{Jul 2020 – Dec 2020} + {Kitchener Downtown Community Health Center — SRHC}{ Kitchener, Ontario} \resumeItemListStart - \resumeItem {Designed and implemented a scalable on-premise file-sharing system using Samba, eliminating email-based file exchanges} - \resumeItem {Configured and managed Fortinet's FortiGate firewall and VPN to ensure secure and reliable network communication, improving the team's remote workflow} - \resumeItem {Streamlined communication between doctors and patients by optimizing the 3CX PBX phone system's answering machine workflow, reducing patients' on-phone waiting times by 30\%} - \resumeItem {Led a comprehensive network infrastructure upgrade, focusing on hardware improvements including network switches, storage servers, and computer hardware, achieving 45\% budget savings while modernizing systems to meet organizational performance and security standards} + \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} \resumeItemListEnd \resumeSubHeadingListEnd - %-----------SKILLS----------- - \section{\color{blue}Skills} - \begin{tabular}{ @{} >{\bfseries}l @{\hspace{1.2ex}}l} - \textbf{\color{black}Languages:} & C/C++, Python, Rust, Java, SQL, Bash, JavaScript, HTML, CSS, CMake \\ - \textbf{\color{black}Frameworks:} & PyTorch, TensorFlow, Node.js, React, Express.js, ROS \\ - - \textbf{\color{black}Cloud and DevOps:} & AWS, Docker, Kubernetes, Terraform, Jenkins, PostgreSQL, MongoDB, SQLite \\ - \textbf{\color{black}Tools and Protocols:} & Git, Postman, Flask, Swagger, Jira, CMake, HTTP, TCP \\ - \end{tabular} - \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} +\section{\color{blue}PROJECTS} \resumeSubHeadingListStart - \resumeSubItem{\textbf{\color{black}Full-stack application}} - {Built and Dockerized a full-stack portfolio using React and Java (microservices architecture), hosting it on a home server via a Jenkins CI/CD pipeline and Minio S3 bucket} - \resumeSubItem{\textbf{\color{black}DevOps Homelab}} - {Setup dockerized applications, virtual machines, and Kubernetes clusters sing Terraform scripts. Managed personal Jenkins CI/CD pipelines, and implemented Ceph for distributed storage} - - \resumeSubItem{\textbf{\color{black}RL Dynamic Noise Cancelling:}} - {Implemented real-time Automatic Noise Filtering using Reinforcement Learning and Dynamic Sparse Training in PyTorch} - - %\resumeSubItem{\textbf{\color{black}Real-Time Text-to-Braille:}} - % {Built a Raspberry Pi device for real-time image-to-Braille conversion, enhancing accessibility for the deaf-blind community} - - \resumeSubHeadingListEnd - \vspace{-8pt} - - %-----------EDUCATION----------- -\section{\color{blue}Education} - \resumeSubHeadingListStart - %\resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{MASc. - Computer Engineering}}{} - \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Comp. - Computer Science}}{} - \resumeSchoolItem{University of Guelph $|$ \color{blue} \emph{B.Eng. - Computer Engineering}}{} - \resumeSubHeadingListEnd -\vspace{-8pt} - -%---------Publications--------- -\section{\color{blue}Publications} - \resumeSubHeadingListStart - \resumeSubheading - {Boosting Edge-to-Cloud Data Transmission Efficiency with Semantic Transcoding}{} - {Published @ IEEE CCECE (Aug 2024)}{} + \resumeProjectHeading {\textbf{\color{black}Personal Portfolio Website} $|$ \color{blue} \emph{React, Rust, Async, Jenkins, Docker}}{} \resumeItemListStart - \resumeItem {Explored a novel approach to incorporate semantic transcoding in edge-cloud system to reduce data latency rates} + \resumeItem{Built a portfolio website featuring a React frontend coupled with a resilient Rust backend} + \resumeItem{Integrated comprehensive Jenkins CI/CD pipelines and Docker-based deployment, slashing manual release efforts by 70\% and ensuring high availability} + \resumeItemListEnd + + \resumeProjectHeading {\textbf{\color{black}Home lab Adminstration} $|$ \color{blue} \emph{Docker, Terraform, Jenkins, Prometheus, Grafana, SSL/TLS}}{} + \resumeItemListStart + \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 + + \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}}{} + \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} + \resumeItemListEnd + + \resumeProjectHeading{\textbf{\color{black} Real-Time Noise Cancellation with RL} $|$ \color{blue} \emph{Python, PyTorch, Gymnasium, SciPy, librosa}}{} + \resumeItemListStart + \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 \resumeSubHeadingListEnd + % \vspace{-8pt} \end{document}