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4-6 years
6-10 years
10-15 years
More than 15 years
Product Design Consultant @Freelancer2023 ~ 2024
・
UX Researcher / UIUX Designer / Product Designer
Within one month
and professional development. ▪ Collaborated closely with the Product Owner to develop and refine product strategies for Forest and Forest 2, ensuring continuous feature optimization and establishing clear design directions. ▪ Spearheaded the design of Forest 2, from establishing the Design System to crafting foundational functions and enhancing user experience. ▪ Led the primary UX research initiative for the Forest App, encompassing everything from qualitative research and user interviews to the development of both Lo-Fi and Hi-Fi prototypes. ▪ Analyzed user research data to identify and recommend potential iterations, driving product enhancement through informed
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
Shih Chien University
・
B.F.A Communication Design
Design Lead @數字科技股份有限公司2023 ~ Present
・
Senior UI/UX designer / Product designer
Within one month
Employed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
Ming Chuan University
・
Department of Counseling and Industrial/Organizational PsychologyUnemployed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
實踐大學（Shih Chien University）
・
媒體傳達設計學系Design Lead @DigiFinex PTE. LTD. (Singapore)2022 ~ 2023
・
UI/UX/產品設計
Within one month
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立臺北科技大學
・
創新設計研究所 - 設計心理Lab
UI Designer @OSP Taipei2019 ~ Present
・
UI/UX 設計師
Within one month
要求。 • 與IT團隊一起由使用者需求出發，尋找出需求，痛點及解決方案，並轉換成介面和使用者體驗。 • 參與stockholder 訪談以及製作persona, user story 來描繪使者的需求及痛點。 • 使用Agile /Scrum 的模式來進行專案開發。 • 運用Adobe XD /Figma 軟體來設計及發想視覺元素，產品元素
Employed
・
Open to opportunities
Full-time / Interested in working remotely
6-10 years
Northeastern University
・
Digital Media
產品設計師 @博暉科技2022 ~ Present
・
Sr. UX/UI Designer, Sr. UX Designer, UI/UX Lead
Within one month
控制 App； 負責智慧家電控制 IoT App 的線框稿； 透過交互模型進行易用性測試，快速迭代用戶控制智慧家電的流程； 和團隊透過 user journey map 分析用戶和智慧家庭的關係； 設計 iOS、 Material 設計語言的 B2C 社區管理 App； 設計網頁端的 B2B 物業管理系統； 與商務團隊設計
Employed
・
Open to opportunities
Full-time / Interested in working remotely
6-10 years
Tatung University (TTU) 大同大學
・
Media Design
Senior Product Manager @awoo 阿物科技2021 ~ Present
・
資深產品經理 Senior Product Manager
Within one month
from both 0~1 and 1~100. UX Designer/Researcher • Smart Daily Inc.今網智慧科技股份有限公司 AugJ 2019 Product and feature design. Co-work with product managers to deliver the best UX designs. Design and conduct user research, both quantitative and qualitative. Data analysis of a B2C product, and made reports regularly to suggest iterations. EducationNational Yunlin University of Science and Technology Creative Design Skills User Experience User testing Web/app usability Design Methods Product Competitor analysis Business and market research Product design
Employed
・
Open to opportunities
Full-time / Remote Only
4-6 years
國立雲林科技大學
・
創意生活設計系
Lead Product Designer @Tokamak Labs 2018 ~ Present
・
UI/UX設計師、產品設計師
Within one month
郭萊斯 平面設計三年經驗、web UI/UX 三年經驗、產品設計師 一年經驗 樂於嘗試新的事物與挑戰，時常觀察產品市場趨勢與數位產品開發技術，高度注目於新科技或是有趣的產品，不管是技術層面的知識或是提昇設計上的技能，都是讓人熱血沸
Employed
・
Open to opportunities
Part-time / Interested in working remotely
6-10 years
實踐大學
・
媒體傳達設計學系
Product Designer @Hypercore Fitness2023 ~ Present
・
UX Designer
Within one month
. - Providing advice on the implementation of UX methodologies. - Ability to enforce and adhere to set company visual standards. Visual Designer Crown Business Center AprilMarch 2020Taipei, Taiwan -Responsible for the design of delightful and distinct digital products, collateral and guidelines. -Drive visual design innovation and improvements in user experience. -Maintain brand consistency throughout all projects for each client’s specific needs. -Be a team player and contributor to the company culture. Visual Designer Intern Rakuten MayApril 2019Taipei, Taiwan - Create user-centered designs by integrating marketing objectives, target audience, creative assets a...
Employed
Full-time / Interested in working remotely
4-6 years
National Taipei University of Education
・
Art and Design
Past
Product Designer @Freelance2023 ~ Present
・
UI/UX Designer / Product Designer
Within one month
翁宇函 Jasmine Yu Han Weng [email protected] aipei, Taiwan Education Brigham Young University - Hawaii Bachelor of Arts in International Cultural Studies Communications (Journalism / Media Production) Certificate of Digital Humanities Certificate of Strategic Communication Peacebuilding Designlab Certificates UI and UX Design Academy UX Academy Foundation UX Academy Skills Design User Experience, Interaction Design, User Interface, Digital Prototyping, Wireframing, Low-High Fidelity, Mockups. Research: User Interviews, User Testing, Information Architecture, Journey Mapping, Personas, Quantitative Analysis, Card Sorting, Competitor Analysis, Design Strategy Software Figma, Adobe Indesign, Adobe Premiere, Maze, Zendesk, Canva Language: English (Fluent) Mandarin (Native
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
Brigham Young University - Hawaii
・
Communications, Digital Humanities , International Cultural Studies The Most Lightweight and Effective Recruiting Plan
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Definition of Reputation Credits
Technical Skills
Specialized knowledge and expertise within the profession (e.g. familiar with SEO and use of related tools).
Problem-Solving
Ability to identify, analyze, and prepare solutions to problems.
Adaptability
Ability to navigate unexpected situations; and keep up with shifting priorities, projects, clients, and technology.
Communication
Ability to convey information effectively and is willing to give and receive feedback.
Time Management
Ability to prioritize tasks based on importance; and have them completed within the assigned timeline.
Teamwork
Ability to work cooperatively, communicate effectively, and anticipate each other's demands, resulting in coordinated collective action.
Leadership
Ability to coach, guide, and inspire a team to achieve a shared goal or outcome effectively.
Professional Background
Current status
Employed
Job Search Progress
Ready to interview
Professions
Machine Learning Engineer, Data Scientist, Software Engineer
Fields of Employment
Artificial Intelligence / Machine Learning, Big Data, Software
Work experience
4-6 years
Management
I've had experience in managing 1-5 people
Skills
Languages
English
・
Intermediate
Job search preferences
Positions
AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
Job types
Full-time
Locations
Remote
Interested in working remotely
Freelance
Educations
School
國立政治大學（National Chengchi University）
Major
資訊科學系
宋浩茹 Hao-Ru Sung
0912208677 | [email protected] | LinkedIn｜ GitHub
As a Research Assistant at Academia Sinica, specializing in Generative AI research and application.
With 3+ years of experience in NLP and Machine Learning , along with 4+ years in Backend Development.
Proficient at translating complex theories into practical applications.
Skills
Languages: Python, R, SQL, MATLAB, C, C#, JavaScript, Node.js
Software & Tools: PyTorch, PyTorch Lightning, Tensorflow, Scikit-Learn, NLTK, GCP, Linux, SQL / NoSQ, Pandas, Hugging Face, 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 Oct 2023 - Present
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) for training LLM, reducing parameter training volume to 2%, decreasing memory usage by 70%, and increasing training speed by 25%.
- Architecture Optimization: Used Direct Preference Optimization (DPO) to optimize Reinforcement Learning, improving model efficiency and decision quality. [ GitHub ]
Graduate Research Assistant Oct 2021 - Oct 2023
Institute of Information Science, Academia Sinica, Taiwan
Natural Language and Knowledge Processing Lab (NLP Lab)
- Publication: Published in ACM CIKM 2023.
- Performance has improved by 18.8% compared to traditional methods in the past and surpassed SOTA LLMs by 39.6%, e.g., GPT3.5-Turbo, LLaMA, and Vicuna.
- Fine-tuned LLaMA based models (Alpaca, Vicuna) with LoRA and Adapter.
- Dataset Release: Open-source text update dataset (STKU Dataset).
TA - Natural Language Processing with Deep Learning Course Feb 2023 - Jul 2023
National Chengchi University , Dept. of Computer Science
- Student Count in Class: Served as a Teaching Assistant for NLP, catering to 90 students.
- Provided individualized guidance to students, aiding them in completing coursework and research projects, and offering assessments and feedback to ensure effective learning outcomes.
Software Engineer (Founding member) Sep 2019 - June 2020
DATODING (Start-Up) 《 Microsoft Startup Program - Initial Selection Passed 》
- Chatbot Development & Full-Stack Development : Executed real-time messaging and multimedia functions using SignalR and WebSocket. Used MongoDB and Redis for message and stream file storage.
- CI/CD: Executed CI/CD processes using Jenkins.
- Testing : Unit test, Integration testing, and Selenium test.
Software Engineering Intern Jul 2018 - Sep 2018
Kingston Technology
- AI - SSD Quality Detection System: Trained image recognition models for AOI equipment and manual defect detection, and developed a system for continuous optimization and automation of the models.
- Chatbot Development: Integrated the detection model into a chatbot to enable remote operation and monitoring, enhancing the flexibility and convenience of the service.
- Technical Training: Instructed team on Power BI for data analysis and visualization.
Education
National Chengchi University (NCCU) Sep 2021 - Sep 2023
Departmant of Computer Science, Master's Degree
- GPA: 4.04 / 4.30
- Advised by Tsai-Yen Li and Hen-Hsen Huang.
- Essay: Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models.
- Honor: Received the Academia Sinica Graduate Scholarship.
Publication
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Hao-Ru Sung , Ying-Jhe Tang , Yu-Chung Cheng, Pai-Lin Chen, Tsai-Yen Li and Hen-Hsen Huang
In Proceedings of the 32th ACM International Conference on Information and Knowledge
Management (CIKM'23). October 2023 , Birmingham, UK . (Oral Presentation)
Projects
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Focused on updating knowledge summaries of real-time news events to enhance article accuracy. Achieved an 18.8% performance improvement over traditional methods and surpassed SOTA LLMs , e.g., ChatGPT, Llama, and Vicuna. [ GitHub ]
Award: Published at the International Conference ACM CIKM 2023.2021 AI CUP Competition on Traditional Chinese Scene Text Recognition - Advanced Contest :
Text Spotting and Recognition in Complex Streetscapes.
Developed a Two-Stage Model that, through innovative OCR techniques and data augmentation, achieved a 3.74% increase in accuracy. [ GitHub ]
Award: Received Top 25% Award. [ Show credential ]- AI Image Recognition - SSD Quality Detection System
The project aims to enhance product inspection and reduce reinspection personnel by training an object detection model with labeled SSD images from Kingston's production line, optimizing it through a web interface, and integrating it into Azure Bot Service for real-time interaction. - Identify Personality From Dynamic Facial Expressions
The study explores dynamic expressions link to personality traits, employing the IPIP-NEO and recorded Q&A sessions for data, then employing K-means and Markov Model for analysis.More accurately predicts personality traits than ordinary friends. [ GitHub ]
Award: First place in university project research competition.
Patents
Gold Medal - Tokyo Innovation Genius International Invention
This product offers a composite cutting board designed to efficiently drain liquid, preventing surface accumulation, while also providing storage and knife positioning.
Taiwan Patent Certificate No. M526355. [ See patent ]
Self-learning Certificates
- Machine Learning Operations (MLOps): Getting Started - Coursera
- Machine Learning Specialization - Deeplearning.AI (In progress)
宋浩茹 Hao-Ru Sung
0912208677 | [email protected] | LinkedIn｜ GitHub
As a Research Assistant at Academia Sinica, specializing in Generative AI research and application.
With 3+ years of experience in NLP and Machine Learning , along with 4+ years in Backend Development.
Proficient at translating complex theories into practical applications.
Skills
Languages: Python, R, SQL, MATLAB, C, C#, JavaScript, Node.js
Software & Tools: PyTorch, PyTorch Lightning, Tensorflow, Scikit-Learn, NLTK, GCP, Linux, SQL / NoSQ, Pandas, Hugging Face, 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 Oct 2023 - Present
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) for training LLM, reducing parameter training volume to 2%, decreasing memory usage by 70%, and increasing training speed by 25%.
- Architecture Optimization: Used Direct Preference Optimization (DPO) to optimize Reinforcement Learning, improving model efficiency and decision quality. [ GitHub ]
Graduate Research Assistant Oct 2021 - Oct 2023
Institute of Information Science, Academia Sinica, Taiwan
Natural Language and Knowledge Processing Lab (NLP Lab)
- Publication: Published in ACM CIKM 2023.
- Performance has improved by 18.8% compared to traditional methods in the past and surpassed SOTA LLMs by 39.6%, e.g., GPT3.5-Turbo, LLaMA, and Vicuna.
- Fine-tuned LLaMA based models (Alpaca, Vicuna) with LoRA and Adapter.
- Dataset Release: Open-source text update dataset (STKU Dataset).
TA - Natural Language Processing with Deep Learning Course Feb 2023 - Jul 2023
National Chengchi University , Dept. of Computer Science
- Student Count in Class: Served as a Teaching Assistant for NLP, catering to 90 students.
- Provided individualized guidance to students, aiding them in completing coursework and research projects, and offering assessments and feedback to ensure effective learning outcomes.
Software Engineer (Founding member) Sep 2019 - June 2020
DATODING (Start-Up) 《 Microsoft Startup Program - Initial Selection Passed 》
- Chatbot Development & Full-Stack Development : Executed real-time messaging and multimedia functions using SignalR and WebSocket. Used MongoDB and Redis for message and stream file storage.
- CI/CD: Executed CI/CD processes using Jenkins.
- Testing : Unit test, Integration testing, and Selenium test.
Software Engineering Intern Jul 2018 - Sep 2018
Kingston Technology
- AI - SSD Quality Detection System: Trained image recognition models for AOI equipment and manual defect detection, and developed a system for continuous optimization and automation of the models.
- Chatbot Development: Integrated the detection model into a chatbot to enable remote operation and monitoring, enhancing the flexibility and convenience of the service.
- Technical Training: Instructed team on Power BI for data analysis and visualization.
Education
National Chengchi University (NCCU) Sep 2021 - Sep 2023
Departmant of Computer Science, Master's Degree
- GPA: 4.04 / 4.30
- Advised by Tsai-Yen Li and Hen-Hsen Huang.
- Essay: Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models.
- Honor: Received the Academia Sinica Graduate Scholarship.
Publication
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Hao-Ru Sung , Ying-Jhe Tang , Yu-Chung Cheng, Pai-Lin Chen, Tsai-Yen Li and Hen-Hsen Huang
In Proceedings of the 32th ACM International Conference on Information and Knowledge
Management (CIKM'23). October 2023 , Birmingham, UK . (Oral Presentation)
Projects
Sequential Text-based Knowledge Update with Self-Supervised Learning for Generative Language Models
Focused on updating knowledge summaries of real-time news events to enhance article accuracy. Achieved an 18.8% performance improvement over traditional methods and surpassed SOTA LLMs , e.g., ChatGPT, Llama, and Vicuna. [ GitHub ]
Award: Published at the International Conference ACM CIKM 2023.2021 AI CUP Competition on Traditional Chinese Scene Text Recognition - Advanced Contest :
Text Spotting and Recognition in Complex Streetscapes.
Developed a Two-Stage Model that, through innovative OCR techniques and data augmentation, achieved a 3.74% increase in accuracy. [ GitHub ]
Award: Received Top 25% Award. [ Show credential ]- AI Image Recognition - SSD Quality Detection System
The project aims to enhance product inspection and reduce reinspection personnel by training an object detection model with labeled SSD images from Kingston's production line, optimizing it through a web interface, and integrating it into Azure Bot Service for real-time interaction. - Identify Personality From Dynamic Facial Expressions
The study explores dynamic expressions link to personality traits, employing the IPIP-NEO and recorded Q&A sessions for data, then employing K-means and Markov Model for analysis.More accurately predicts personality traits than ordinary friends. [ GitHub ]
Award: First place in university project research competition.
Patents
Gold Medal - Tokyo Innovation Genius International Invention
This product offers a composite cutting board designed to efficiently drain liquid, preventing surface accumulation, while also providing storage and knife positioning.
Taiwan Patent Certificate No. M526355. [ See patent ]
Self-learning Certificates
- Machine Learning Operations (MLOps): Getting Started - Coursera
- Machine Learning Specialization - Deeplearning.AI (In progress)