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@@ -140,9 +140,9 @@
             {ML Engineer - Researcher}{Jan 2024 -- Dec 2024}
             {University of Guelph}{Guelph, Ontario}
             \resumeItemListStart
-                \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 {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}
             \resumeItemListEnd
 
@@ -152,18 +152,18 @@
             \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 {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}
             \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 {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}
+                \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}
             \resumeItemListEnd
 
     \resumeSubHeadingListEnd