Gradio, LangChain, Tensorflow, Keras, FastAPI, OpenCV, Airflow, Git, Docker, Jenkins, Line Bot , Azure Bot Service, Tableau ML & NLP Techniques: LMOps, RAG, Fine-tune LLMs, Text Generation, Multi-Document Summarization, Recommendation System, Text Classification, Named Entity Recognition, CoT Research and Work Experience Research Assistant OctPresent Institute of Information Science, Academia Sinica, Taiwan Natural Language and Knowledge Processing Lab (NLP Lab) National Taiwan University Hospital (NTUH): Focused on exploring the generality and expertise of LLMs ( e.g., LLaMA2, Zephyr. ) in medical Q&A applications, improving model performance by 2.01% . Efficiency Optimization: Utilized Low-Rank Adaptation (LoRA

. Work Experience Product Director • Twin Beans JanuaryOctober 2023 Establishment of Product Management Processes and Team Recruited and established a software agile development team from scratch, leading a product team of 6+ members. Developed cross-departmental collaboration processes, rapidly understanding market demands and feedback, securing landmark projects with National Taiwan University Hospital, Veterans General Hospital, and Chang Gung Hospital. Product Strategy Planning and Execution Formulated product strategies, gained the ability to handle big projects, and increased the value of projects by more than 5 times. By the end of 2023, over 80 operating rooms in Taiwan

demonstrate how to use the product, sell and promote the company's product. 3.Assist customers to understand the product and use it correctly. 4. Provide customer marketing or business consulting, publicize and implement the company's philosophy to customers 5.Promote drug review (responsible hospitals: National Taiwan University Hospital, Taipei Medical University Affiliated Hospital, Fu Jen Catholic University Affiliated Hospital, Taipei City United Hospital Department-he ping) Work experience :AugSep 2016 Title:Sales manager Company Name: 3M TAIWAN LTD, Taipei Major customers include hospitals, pharmacy chains, logistics providers, home health care. Responsible products

— GISH G SUMMARY Aiming to be a data scientist unicorn who excels at applied machine learning in a business/finance-related field. DevOps Engineer(Python) for Automatic Claim Processor (ACP) - OCR System (Hospital Diagnosis/Receipt). Applying tree-based algorithms to model Credit Scoring predictions in the finance industry. Achieving Hyperautomation through AI and RPA, which uses a special set of tools to automate tasks. Working Experience NovNow Artificial Intelligence Engineer @ CTBC Taiwan Life Insurance AI Team DevOps Engineer(Python) for Automatic Claim Processor (ACP) - OCR System (Hospital Diagnosis/Receipt) 1.

Auditor LDTs Medical Lab Taiwan Genomics and Genetics Society (TGGS) Technologist, Reporting and Issuing Int Medical Technologist American Society for Clinical Pathology (ASCP) Medical Technologist (ASCPi) Education National Taiwan University, Graduate institute of clinical medicine Doctor of Philosophy • FebMar 2024 Research Topic: Mitochondria, Regression models, Machine learning New South Wales University (Australia), Graduate school of biomedical engineering Master exchange • JunJun 2011 Research Topic: Perlecan purification and analysis (Human colorectal cance model) National Taiwan University, Graduate institute of Clinical Laboratory Master of Medical technology •Research Topic: Acute leukemia, Erythroblastosis, Telomeres National Taiwan University, Clinical Laboratory and Medical Science Bachelor of.

to increase maintainability Developed international web application by using react i18next Developed an annotation tool based on konva for annotating (drawing) on medical images Developed a self-health-management linebot ( 疫止神通 ) with CDC developed line frontend framework by React. Developed a telemedicine service with CHANGHUA CHRISTIAN HOSPITAL (彰基) Design/ develop a calendar from scratch, including the UI flow and the interaction. DevOps Engineer, HTC , Taiwan, NovDec 2017 Improved Continuous integration pipeline by enhanced testing quality (such as unit-test/integration-test/regression-test) Implement Continuous monitor pipeline which include log-collector

Sep 2019 Hospital Information Mamagement Office Programmer, main work is Healthcare Information System(HIS) refactor, full stack developer - back-end： Javascript/Typescript + express + RESTful api - front-end： Framework AngularHTML - git flow(GitLab) - MSSQL(CRUD) and Informix(select data) + stored procedure International Integrated Systems(III), Programmer, Jul 2018 ~ Feb 2019 Outsourcing Companty work is maintain CWB's web - Use php (codeigniter2,3) - HTML + jQuery + CSS - Working in Linux OS - MSSQL、MYSQL database - Survey Jmeter Education National Dong Hwa University, Master, CSIE, 2015 ~ 2018 Takming University of Science and Technology, Department of information technology , 2011 ~ 2015