Job(ta): replace non-academic experiences with academic ones
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\section{\color{blue}Relevant Work Experience}
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\resumeSubHeadingListStart
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\resumeSubheading
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{ML Engineer - Researcher}{Jan 2024 -- Dec 2024}
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{Teaching Assistant - ENGG*3640: Microcomputer Interfacing}{Sep 2024 -- Dec 2024}
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{University of Guelph}{Guelph, Ontario}
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\resumeItemListStart
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\resumeItem {Assisted in administering labs by guiding students through hardware/software integration tasks}
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\resumeItem {Evaluated and graded lab reports and assessments, ensuring clear feedback and fair evaluation}
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\resumeItem {Assessed student lab demonstrations and provided constructive feedback on their implementations}
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\resumeItem {Addressed student inquiries related to both lectures and lab work, reinforcing theoretical concepts through practical applications}
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\resumeItemListEnd
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\resumeSubheading
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{ML Engineer - Researcher}{Jan 2024 -- Present}
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{University of Guelph}{Guelph, Ontario}
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\resumeItemListStart
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\resumeItem {Performed latency data acquisition and thorough dataset diagnosis across diverse hardware setups, applying advanced analysis and feature engineering to identify key correlations-enabling the model to determine optimal transformer configurations for varying networks conditions}
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\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}
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\resumeItemListEnd
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\resumeSubheading
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{Information Technology Analyst}{Jul 2020 -- Dec 2020}
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{Kitchener Downtown Community Health Centre - SRHC}{Kitchener, Ontario}
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\resumeItem {Designed and implemented a scalable on-premise file-sharing system using Samba, eliminating email-based file exchanges}
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\resumeItem {Configured and managed Fortinet's FortiGate firewall and VPN to ensure secure and reliable network communication, improving the team's remote workflow}
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\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\%}
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\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}
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\resumeItemListEnd
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\resumeSubHeadingListEnd
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