梁民志 Renaldi

清大資工 | Ex. 工研院, Adidas

Generative AI | Deep Learning

Work Experience



Feb 2025 - Present
Taipei, Taiwan

Web Crawling Intern | 網路爬蟲實習生

LargitData | 大數軟體有限公司

  • Various web crawling through BS4 for RAG and Social Network Analysis
  • Data ETL

Jun 2024 - Feb 2025
Taipei, Taiwan

AI Application Intern

Crypto Arsenal | 奇策智能雲端股份有限公司

  • Developed an end-to-end RAG pipeline for a multi-agent Generative AI chatbot
  • Built and integrated key components, including LLM and pipeline using LangGraph, LangChain, ChromaDB
  • Leveraged OpenAI, Ollama, and AWS Bedrock as the core
  • Novel multi-agentic approach, resulting in seamless and contextually relevant responses

Jul 2024 - Jan 2025
Taipei, Taiwan

Deep Learning Intern | 深度學習實習生

B. D. Mobile | 巨量移動科技有限公司

  • Generative deep learning for medical purposes: GAN, Diffusion Model, etc.
  • Built, maintained, and made the SOP for a medical database in MySQL from scratch

January 2023 - February 2024
Indonesia

Costing and Material | 報價用量

翔鑫堡工業股份有限公司 (Adidas ODM)

Focus on Product Development Department (開發/量化部)

  • Managed end-to-end material assessment of 100+ articles and 40+ models per season
  • Achieved target FOB (TFOB) while maximizing product profitability
  • Developed and led production automation projects to increase product net profit margin (NPM) by at least 20% per model
  • Ensured smooth project transfer from Development to Production stage

August 2021 - January 2023
Indonesia

Production Project Manager (Centralized)

翔鑫堡工業股份有限公司 (Adidas ODM)

Focus on Production Department (生產中心)

  • Handled projects in centralized areas of 2 Production buildings with a monthly capacity of 500,000 pairs and 120 employees
  • Developed and led inter-department cost reduction projects through digitalization and optimized process flow, starting with material preparation, process, distribution, and replenishment. Reducing total Production material replenishment from 0.35% of weekly Freight-on-Board (FOB) value to 0.03% in 4 months
  • Implemented continuous Lean, 6S, Kaizen, JIT, ERCS, and Automation system in Production to eliminate waste and streamline production flow
  • Awarded 5 monthly and 2 semiannual Kaizen awards focusing on cost reduction and process efficiency

December 2019 - August 2021
Taipei, Taiwan

Research Assistant

工研院 (ITRI)

  • ITRI is one of Taiwan’s leading research institutions. Worked in the ISTI (Industry, Science, and Technology International Strategy Center - 產科國際所) office of ITRI. Researching the economy, industry, and policy of Indonesia.
  • Major Projects: Omnibus Law on Job Creation, COVID-19 Impacts on Key Industries, Smart City Initiatives, Investment and Industrial Regulations Analysis, and Industrial Parks Report

October 2018 - February 2019
Indonesia

Market Manager

Pegipegi.com | Top #3 Tourism Startup in Indonesia

  • Pegipegi is Indonesia’s #3 e-commerce travel platform
  • Managed 300 – 350 properties ranging from 5-stars to homestay to increase their revenue through various data-driven decisions
  • Made at least 3 newly registered properties from the “Low Priority” to “High Priority” category in each campaign
  • Acquiring at least 25 new registered properties each month

Education


2024 - 2025

國立清華大學

資訊系統與應用研究所 

  • Focus on Data Science and Machine Learning
  • International Student Scholarship Awardee

2019 - 2021

國立臺灣科技大學

MBA Program

  • Cum Laude Honor
  • NTUST International Student Scholarship

Skills


  • Python
  • Data Science
  • Machine Learning
  • SQL
  • PyTorch
  • LLM
  • LangChain

Languages


  • English — Native or Bilingual
  • Indonesian — Native or Bilingual
  • Chinese — Beginner