Jui-Chi(Richie) Liu

M.S. Data Science @ ASU
|
Arizona, US / Taipei, TW
AWS AI Community Builder

Experienced professional specializing in Generative AI and Machine Learning solutions, with expertise in Cloud Architecture and Data Engineering across AWS, GCP, and Azure platforms.

2+
Years Experience
10+
Projects Completed
9+
Certifications
25+
Technical Skills
Richie

Experience

Professional journey in AI/ML, Cloud, and Data Science

Studio Associate, AI Guild - Next Lab

Arizona State University

Arizona, US
Oct 2024 - Present

Key Responsibilities

  • Collaborate on cutting-edge AI research projects with ASU's Next Lab
  • Develop and deploy generative AI applications for academic and industry partners
  • Contribute to AI/ML workshops and educational initiatives

Key Achievements

Led development of AI-powered educational tools serving 200+ students

Solutions Engineer (Contractor), Cloud

iKala Interactive Media Inc.

Taipei, Taiwan
Aug 2024 - Present

Key Responsibilities

  • Provide technical consulting for cloud architecture design on GCP
  • Support clients in AI/ML solution implementation and optimization
  • Deliver technical workshops and training sessions

Key Achievements

Maintained 100% client satisfaction across all delivered projects

Solutions Architect, Cloud

iKala Interactive Media Inc.

Taipei, Taiwan
Oct 2024 - Jul 2024

Key Responsibilities

  • Designed and implemented cloud architectures for enterprise clients on GCP
  • Led technical pre-sales discussions and proof-of-concept development
  • Optimized cloud infrastructure costs and performance

Key Achievements

Delivered 10+ successful cloud migration and optimization projects
Achieved 30% average cost reduction for client cloud infrastructure

Data Scientist Intern, IT-AI

Advantech Co., Ltd.

Taipei, Taiwan
Jul 2024 - Sep 2024

Key Responsibilities

  • Developed multi-agent systems using LangGraph for R&D automation
  • Built supply chain forecasting models using Amazon Forecast
  • Implemented video translation platform with LLMs

Key Achievements

Achieved 90% accuracy in part demand forecasting
Reduced R&D issue resolution time by 40% with multi-agent system

Backend Engineer & Tech Support Team Lead

AWS Educate Cloud Ambassador Program

Taipei, Taiwan
Mar 2024 - Jun 2024

Key Responsibilities

  • Led technical support team for AWS Educate Taiwan program
  • Developed serverless microservices for workshop automation
  • Managed cloud infrastructure and CI/CD pipelines

Key Achievements

Built email delivery system reducing operational workload by 80%
Maintained system costs at $1.94/month while serving 200+ users

Cloud Developer Intern, AI&Data

eCloudvalley Digital Technology Co., Ltd.

New Taipei, Taiwan
Feb 2024 - May 2024

Key Responsibilities

  • Developed cloud-based AI/ML solutions for clients
  • Implemented data pipelines and ETL processes on AWS
  • Participated in technical consulting and client presentations

Key Achievements

Successfully delivered 3 client projects on time and within budget

QA-AI Intern

CyberLink Corp.

New Taipei, Taiwan
Aug 2023 - Jan 2024

Key Responsibilities

  • Performed quality assurance testing for AI-powered video editing features
  • Developed automated testing scripts for ML model validation
  • Collaborated with ML engineers to improve model performance

Key Achievements

Identified and documented 50+ critical bugs, improving product quality

Featured Projects

Production-grade AI/ML and cloud infrastructure projects delivering measurable business impact

AI Psychology Test Platform

AI Psychology Test Platform

Enterprise-grade AI platform for AWS Community Day Taiwan serving 7,500+ users. Architected scalable infrastructure with CloudFront CDN, WAF security, and Lambda/DynamoDB rate-limiting. Implemented SageMaker fine-tuning (QLoRA) for personalized AI responses.

Impact

5.0/5.0 workshop satisfaction • 7,500+ completions • Zero downtime

Technologies

AWSSageMakerCloudFrontLambdaQLoRA
AWS Education Platform & Automation

AWS Education Platform & Automation

Production serverless platform for AWS education programs (TPET & AWS Educate Taiwan). Built microservices-based email automation system using Lambda and SES, enabling hands-on workshops for 200+ participants.

Impact

80% workload reduction • $1.94/month operational cost • 200+ trained

Technologies

AWS LambdaSESDynamoDBServerlessMicroservices
Gogoro Gen AI Customer Service Chatbot

Gogoro Gen AI Customer Service Chatbot

AI-powered customer service chatbot developed for Gogoro's Gen AI Hackathon. Implemented LLM-based conversational AI to handle customer inquiries about electric scooters, battery swapping, and services with natural language understanding.

Impact

Hackathon winner • Real-time response generation • Multi-turn conversations

Technologies

LLMOpenAILangChainPythonRAG
AWS Educate Taylor Swift Data Analytics Workshop

AWS Educate Taylor Swift Data Analytics Workshop

Interactive data analysis workshop using AWS analytics services to explore Taylor Swift's music data. Guided 200+ participants through hands-on exercises with S3, Athena, QuickSight, and Glue for ETL pipelines and data visualization.

Impact

200+ participants trained • 4.8/5 satisfaction • Open-source curriculum

Technologies

AWS AthenaQuickSightS3GlueData Analytics
Multi-Agent R&D Automation System

Multi-Agent R&D Automation System

Enterprise AI solution for Advantech's R&D department using LangGraph multi-agent architecture. Deployed on Azure with Docker containerization. Includes automated video translation with open-source LLMs for multilingual support.

Impact

40% faster issue resolution • Multi-language support • Production deployment

Technologies

LangGraphAzureDockerMulti-AgentLLM
Proprietary Project - Under NDA
ViewSonic Cloud AI Framework

ViewSonic Cloud AI Framework

Contributed to ViewSonic's production Cloud AI Framework (CAF) enabling scalable ML model deployment for edge devices. Implemented cloud-edge integration and model optimization for IoT applications.

Impact

Production system • Edge device optimization • Scalable architecture

Technologies

Cloud ComputingAI/MLEdge ComputingPythonDocker
Proprietary Project - Under NDA

Technical Skills

Specialized in AI/ML, Cloud Infrastructure, and Data Engineering with hands-on experience across AWS, GCP, and Azure platforms.

Languages & Programming

PythonCC++RSQL

ML & Data Science

PyTorchTensorFlowScikit-learnData PipelineData LakeData VisualizationData Analytics

Generative AI & LLM

LangChainLangGraphQLoRARAGFine-tuningMulti Agent

DevOps & Deployment

DockerGitLinuxCI/CDTerraformJiraGithub Action

Professional Certifications

Multi-cloud expertise validated by industry-recognized certifications

4
Google Cloud Platform
3
Amazon Web Services
2
Microsoft Azure

Latest Articles

Insights on AI/ML, cloud architecture, and technical deep dives