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                 \resumeItem {Collected latency data from diverse hardware setups and performed feature engineering to identify optimal correlations, enhancing model performance in 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\% accuracy}
                 \resumeItem {Pioneered deployable transformer-based models for semantic data transmission, achieving 29\% lower latencies in end-to-end communications specifically 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 {Deployed existing PyTorch-based implementations onto Kira SoCs using Vitis AI™, leveraging hardware acceleration}
             \resumeItemListEnd
 
         \resumeSubheading
             {Software Developer}{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 {Enhance 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, passive BLE scanning and real-time user analytics for seamless user experience}
-                \resumeItem {Deployed scalable, reliable full-stack app on AWS EC2 and S3 using Terraform for Infrastructure as Code (IaC), and Jenkins for CI/CD cloud infrastructurea and automated deployment}
+                \resumeItem {Implemented server-client backend system powering an Assistive Robotic Feeding System for elderly individuals in ROS2 powered by packages in Python and C++}
+                \resumeItem {Designed and deployed a wheelchair-friendly smart door system with geo-fencing and auto-opening/closing capabilities, leveraging ESP32 microprocessors, PIR sensors, and smartphone control through a React Native app}
+                \resumeItem {Maintained and enhanced the smart door system's codebase with a Node.js backend, React Native mobile app, and Vue dashboard, integrating voice recognition, passive BLE door searching, and real-time user analytics}
+                \resumeItem {Deployed full-stack applications on AWS EC2 and S3 using Terraform for Infrastructure as Code (IaC), ensuring scalable, reliable, and automated cloud infrastructure}
+
             \resumeItemListEnd
 
         \resumeSubheading
             {Information Technology Analyst}{Jul 2020 -- Dec 2020}
             {Kitchener Downtown Community Health Centre - 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 reliabel network communication, improving the team's remote workflow}
+                \resumeItem {Designed and implemented a scalable on-premise file-sharing system using Samba eliminating email-based file exchanges, and managed Fortinet's FortiGate firewall and VPN for secure network access}
                 \resumeItem {Streamlined communication between doctors and patients by optimizing the 3CX PBX phone system's answering machine workflow, reducing patient's on-phone waiting times by 30\%}
                 \resumeItem {Led a comprehensive network infrastructure upgrade, achieving 45\% budget savings while modernizing systems to meet organizational performance and security standards}
             \resumeItemListEnd