KaiNeng Chiu

Experience

• 

  INIKI

  Mar 2019 - Jun 2020

  Intern

  Semiconductor equipment manufacturer and educational business development(Firmware Design, PCB Layout, ROS)1. Embedded system firmware compilation2. Circuit design and verification PCB Layout3. Assist ROS development and testing

• 

  Metal Industries Research & Development Centre

  Aug 2020 - Jul 2022

  Intern

  Due to the cooperation of the DiGi+ Talent cross-domain digital talent acceleration plan of the Industrial Bureau of the Ministry of Economic Affairs(Deep Learning, Machine Learning, Data Scientist, IOT, AOI)1. Introduce AI artificial intelligence and big data applications to assist in the transformation and value addition of traditional industries.2. Detection of flaws in high-value CT images3. IOT information security set-top box4. Image-assisted identification of steel plate long frame5. AOI image for full inspection of high-precision and high-value screws6. Aerospace industry production data visualization and data analysis Show less

• 

  AUO

  Jul 2022 - Mar 2024

  Data Scientist

  Generative AI• Data Cleaning for LLM fine-tuning• Developing RAG for domain knowledgeData Science and Yield Improvement Analysis• Drift Detection Method (DDM)• Out of Distribution (OOD)• Model Explainability (SHAP)Image Recognition and Defect Detection Techniques• Classification / Object Detection / Semantic SegmentationAI System Development and Database Integration• Django / Flask / FastAPI• MySQL / Oracle / MongoDBCloud Computing and Distributed Computing Development• Utilizing Microsoft Azure and Spark Show less

• 

  ASUS

  Mar 2024 - now

  Machine Learning Engineer

  Focused on generative models, retrieval-augmented generation (RAG), Text2SQL, and LLM fine-tuning.• Generative AI & Data Optimization: Develop synthetic data pipelines, leverage Gemma / Llama for Traditional Chinese preprocessing.• RAG & Prompt Engineering: Optimize DSPy-based prompting, enhance domain-specific retrieval, deploy edge AI with Microsoft Semantic Kernel.• AI + BI Integration: Build Text-to-SQL automation, integrate AI-driven analytics with client SQL databases.• LLM Fine-Tuning & Localization: Adapt SLMs using Taiwanese knowledge bases, collaborate with TWS for localized AI solutions.Passionate about LLM deployment, retrieval-based AI, and domain-specific adaptation. Show less