Hi, my name is

Jay Yoon.

Cloud Support Engineer at AWS, Sydney. I build AI-integrated applications and help enterprise customers run ML workloads at scale.

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01.

About Me

I'm a Cloud Support Engineer at Amazon Web Services in Sydney, specialising in AI/ML workloads on Amazon Bedrock and SageMaker. I diagnose complex multi-service issues for enterprise customers and guide them through architecture decisions.

My path into tech started in a kitchen — I was a chef who pivoted during the pandemic, earned an AWS certification on Udemy, and joined _nology's developer bootcamp. Since then: technology consultant at Accenture, two placements in the NSW Government Digital Graduate program, and a promotion to Cloud Support Engineer at AWS within eight months.

Outside work I build things that solve real problems — a colour-coded music score editor for my wife, serverless cost dashboards, AI asset pipelines.

Certifications

AWS Certified Generative AI Developer - ProfessionalAIP-C01 · Early Adopter
2025
AWS Certified AI PractitionerAIF-C01
2025
AWS Certified Solutions ArchitectAssociate · SAA-C03
2024
Jay Yoon

02.

Experience

Cloud Support Engineer (AI/ML)

Amazon Web Services

Mar 2025 — Present

Supporting enterprise AI/ML workloads on Amazon Bedrock and SageMaker. Promoted from Cloud Support Associate within eight months.

Digital Graduate

NSW Government

Feb 2024 — Mar 2025

RPA development at icare, cloud architecture review at DCS Telco under a Principal Architect.

Technology Consultant

_nology / Accenture

Dec 2021 — Dec 2022

Built React.js front-end components and integrated APIs in an enterprise client environment.

Education

Bachelor of Applied Cloud Technology

La Trobe University, Sydney

2024

Provost’s Commendation — WAM above 90%

03.

Projects

Bedrock Lens

Cost intelligence dashboard for Amazon Bedrock

Serverless dashboard with model-level cost breakdown, prompt cache efficiency analysis, and latency monitoring. Privacy-first — only CloudWatch metrics, no prompt content. Single CDK deploy, ~$3.30/month.

AWS CDKTypeScriptPythonLambdaDynamoDBReactRecharts

Canva Asset Hub

AWS + Canva Connect API integration

AI-integrated pipeline connecting S3, EventBridge, Lambda, and Canva Connect API. Bedrock auto-tags assets stored in DynamoDB. React dashboard with Cognito JWT auth.

ReactLambdaBedrockDynamoDBCognitoCanva API

Batch PPT Maker

Browser-based image upscaler + PPT generator

Upload images, upscale client-side with TensorFlow.js via Web Workers, and batch-generate PowerPoint slides. Fully in-browser, no server needed.

ReactTypeScriptTensorFlow.jsVitePptxGenJS

Color Note Score

Music score editor for therapists

Built for my wife, a music therapist. Colour-coded notes (C–B) with touch-optimised controls for mobile. Lightweight single-page app, no dependencies.

HTMLCSSJavaScript

04.

Skills

AI / ML

Amazon BedrockAmazon SageMakerPrompt EngineeringGenerative AI

AWS Services

LambdaAPI GatewayDynamoDBS3EventBridgeCloudWatchIAMCognitoCloudFormationCDK

Languages & Frameworks

PythonJavaScriptHTML/CSSTailwindBash

Tools & Practices

GitAgile / ScrumREST APIsCI/CDAutomation AnywhereClaude Code

05.

Contact

Open to collaboration, interesting projects, or just a conversation about cloud and AI. Drop me a line.