refactor: refactor IT job experience, and replaced leveraging in ML Engineer job experience
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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}
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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}
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\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}
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\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}
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\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}
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\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}
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\resumeItem {Deployed existing PyTorch-based implementations onto Kira SoCs using Vitis AI™, leveraging hardware acceleration}
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\resumeItem {Deployed existing PyTorch-based implementations onto Kira SoCs using Vitis AI™, to leverage SoC's hardware acceleration}
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{Information Technology Analyst}{Jul 2020 -- Dec 2020}
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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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{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, and managed Fortinet's FortiGate firewall and VPN for secure network access}
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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 reliabel 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 patient's on-phone waiting times by 30\%}
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\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\%}
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\resumeItem {Led a comprehensive network infrastructure upgrade, achieving 45\% budget savings while modernizing systems to meet organizational performance and security standards}
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\resumeItem {Led a comprehensive network infrastructure upgrade, achieving 45\% budget savings while modernizing systems to meet organizational performance and security standards}
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