//assets.cake.me/assets/contentarea/contentarea-2d64eca8dae2a1ffb31e0fb1df887bbad072c7c19734d7d30fa14884bbcc299a.css

經由物件偵測後，可以驅動機器手臂自動採果。

自動採果機器人

劉琮蒍

<html><head></head><body><div class="row general general-profile-6"><div class="col-sm-12"><h1>Tsungwei, Liu &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;AI RESEARCHER/AI DEVELOPEREmail: gipitoma01@gmail.com | Phone: 0976574001 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;</h1>&nbsp; Taipei City, Taiwan <a href="http://www.linkedin.com/in/gipitoma" target="_blank" rel="nofollow noopener">&nbsp;</a> <a href="https://medium.com/@gipitoma01" target="_blank" rel="nofollow noopener">&nbsp;</a> <a href="https://github.com/LeoTW2" target="_blank" rel="nofollow noopener">&nbsp;</a> </div></div><div class="row repeater repeater-work-experience-7"><div class="col-sm-12"><h2 title="Page 1">Professional SummaryAI Team Lead and Researcher with 6+ years experience in developing AI solutions and products. Expertise in LLMs, NLP, and machine learning. Proven ability to lead cross-cultural teams and drive innovation in AI applications across industries.</h2><h2 style="line-height: 1.5;">Skill Sets</h2><ul><li style="line-height: 1.5;">- AI/ML: LLM fine-tuning, RAG, PyTorch, Scikit-learn, Hugging Face, Gensim, LoRA, PEFT, LangChain, llama.cpp, &nbsp;BERT, Transformer models&nbsp;</li><li style="line-height: 1.5;">- NLP: Spacy, Word2Vec, Named Entity Recognition, Sentiment Analysis,&nbsp;Prompt Engineering</li><li style="line-height: 1.5;">- Data Processing &amp; Databases: Elasticsearch, Neo4j, SQL, SQLite, FAISS&nbsp;</li><li style="line-height: 1.5;">- Cloud Platforms: AWS, GCP, COZE&nbsp;</li><li style="line-height: 1.5;">- Programming: Python (Advanced) - Other: Web Scraping, Data Visualization</li></ul></div></div><div class="row repeater repeater-work-experience-7"><div class="col-sm-12"><h2 style="line-height: 1.5;">Professional Experience</h2><h3 style="line-height: 1.5;">AI Team Lead, Fimmick (08/2023 - Present)</h3> Lead AI initiatives for a Hong Kong-based company with development teams in Taiwan.&nbsp;<ul><li style="line-height: 1.5;">- Design and architect innovative AI product systems&nbsp;</li><li style="line-height: 1.5;">- Mentor team members and provide expert AI technical guidance&nbsp;</li><li style="line-height: 1.5;">- Spearhead the development of major AI products:</li></ul><h4 style="line-height: 1.5; text-align: left;">Key Projects:&nbsp;</h4>1. Travel Plan Recommendation System &nbsp;&nbsp;<ul><li style="line-height: 1.5; text-align: left;">- Integrated LLMs, RAG, and knowledge graphs for personalized travel planning &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Implemented route optimization using GEO libraries and shortest path algorithms &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Developed feedback loop for continuous model improvement using Neo4j and FAISS &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Technologies: LLM, RAG, Neo4j, FAISS, GEO libraries, PyTorch, PEFT, LORA</li></ul>2. CreativeMAX - Marketing Image Evaluation System &nbsp;&nbsp;<ul><li style="line-height: 1.5; text-align: left;">- Consulted on AI-driven image analysis for marketing effectiveness &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Guided implementation of eye-tracking prediction and artistic evaluation &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Technologies: Computer Vision models, PyTorch, Scikit-learn&nbsp;</li></ul>3. Intelligent Article Generation Platform &nbsp;&nbsp;<ul><li style="line-height: 1.5; text-align: left;">- Developed multi-purpose content generators using COZE platform &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Implemented automatic language detection and multi-lingual support &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Technologies: COZE, LLMs, Prompt Engineering, NLP libraries</li></ul><h4 style="line-height: 1.5;">Leadership &amp; Achievements:&nbsp;</h4><ul><li style="line-height: 1.5;">- Established a mentorship program, dedicating 6 hours weekly to guide junior team members&nbsp;</li><li style="line-height: 1.5;">- Conducted company-wide AI education sessions, enhancing cross-departmental AI literacy </li></ul></div></div><div class="row repeater repeater-work-experience-7 repeater-end"><div class="col-sm-12"><h3 style="line-height: 1.5;">AI Researcher, Cinnamon AI (07/2019 - 11/2022)&nbsp;</h3><ul><li>- Designed and delivered customized AI solutions for 15+ customer cases, enhancing customer satisfaction by 25%&nbsp;</li><li>- Developed and deployed 3 state-of-the-art AI models, leading to a 20% increase in model accuracy&nbsp;</li><li>- Led cross-functional teams across Taiwan, Japan, and Vietnam, successfully delivering 10 projects on time and within budget&nbsp;</li></ul><h4 style="line-height: 1.5;">Key Projects:&nbsp;</h4><ul><li>- Patent Ranking: Achieved 82% F1 score using document-to-vector and KNN&nbsp;</li><li>- Patent Analysis: Implemented re-ranking method for improved document retrieval accuracy&nbsp;</li><li>- Chemical Patent Structurization System (Japanese): Enhanced readability using Table sequence technology&nbsp;&nbsp;</li><li>- Customer Issues Classification (Japanese): Reached 93% accuracy using BERT&nbsp;</li><li>- Homepage Filter System (Chinese): Achieved 95% F1 score using hybrid model of rule-based and ML classification</li></ul><h3 style=" font-weight: 500; color: rgb(51, 51, 51); font-style: normal;">User Experience Protector, iTutorGroup\TutorABC (01/2017 - 03/2018)&nbsp;</h3><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Analyzed user experience data to reduce customer complaints by 15%&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Collaborated on user-centric improvements, enhancing overall satisfaction by 20%&nbsp;</li></ul><h3 style=" font-weight: 500; color: rgb(51, 51, 51); font-style: normal;">QA Engineer, Taiwan Mobile (06/2015 - 01/2016)</h3><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Resolved 150+ network, software, and hardware issues, improving system uptime by 15%&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Identified and reported 30+ critical UI/UX bugs, reducing post-launch error rates by 10%</li></ul></div></div><div class="row general general-skills-5"><div class="col-sm-12"><h2>Publications&nbsp;</h2>1. "Enhance Incomplete Utterance Restoration by Joint Learning Token Extraction and Text Generation" (2022)&nbsp;<a href="https://arxiv.org/abs/2204.03958" rel="nofollow noopener" target="_blank">[arXiv:2204.03958]&nbsp;</a>2. "Meeting Decision Tracker: Making Meeting Minutes with De-Contextualized Utterances" (2022)&nbsp;<a href="https://arxiv.org/abs/2210.11374" rel="nofollow noopener" target="_blank">[arXiv:2210.11374]</a>&nbsp;<h2>Side Projects&nbsp;</h2><ul><li>- Speech to Report: Automated transcription and structuring of audio recordings using ASR and NLP&nbsp;</li><li>- Personal Financial Assistant: Developed a financial knowledge graph for personalized insights using Neo4j and LLMs&nbsp;</li><li>- Smart SEO: Created 10+ LLM agents for SEO enhancement (ongoing)&nbsp;</li><li>- Device Log Structuralization: Designed high-efficiency search using Word2Vec for complex log interpretation</li></ul><h2 style=" font-weight: 500; color: rgb(100, 123, 113); font-style: normal;">Achievements</h2><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Silver medalist in Kaggle Santander Customer Transaction Prediction (top 10% out of 8,751 teams)&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Mentored 30+ students in Cinnamon AI summer camp, guiding product prototype development&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Successfully led and delivered 10+ cross-cultural AI projects</li></ul><h2 style=" font-weight: 500; color: rgb(100, 123, 113); font-style: normal;">Languages</h2>Fluent in Chinese and English<h2 style=" font-weight: 500; color: rgb(100, 123, 113); font-style: normal;">Education</h2><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Taiwan AI Academy (09/2018 - 01/2019)&nbsp;</li><li style=" color: rgb(85, 85, 85);">- B.S. in Information Management, Aletheia University (09/2009 - 07/2014)</li></ul></div></div></body></html>

Tsungwei, Liu AI RESEARCHER/AI DEVELOPER Email: gipitoma01@gmail.com | Phone:Taipei City, Taiwan Professional Summary AI Team Lead and Researcher w...

My Cake Resume

以深度學習，軟硬整合，迎接未來

台灣人工智慧學校

第三期畢業生

AI人工智慧相關職缺

<h1>Tsungwei, Liu &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;AI RESEARCHER/AI DEVELOPEREmail: gipitoma01@gmail.com | Phone: 0976574001 &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;</h1>&nbsp; Taipei City, Taiwan <a href="http://www.linkedin.com/in/gipitoma">&nbsp;</a> <a href="https://medium.com/@gipitoma01">&nbsp;</a> <a href="https://github.com/LeoTW2">&nbsp;</a>

<h2 title="Page 1">Professional SummaryAI Team Lead and Researcher with 6+ years experience in developing AI solutions and products. Expertise in LLMs, NLP, and machine learning. Proven ability to lead cross-cultural teams and drive innovation in AI applications across industries.</h2><h2 style="line-height: 1.5;">Skill Sets</h2><ul><li style="line-height: 1.5;">- AI/ML: LLM fine-tuning, RAG, PyTorch, Scikit-learn, Hugging Face, Gensim, LoRA, PEFT, LangChain, llama.cpp, &nbsp;BERT, Transformer models&nbsp;</li><li style="line-height: 1.5;">- NLP: Spacy, Word2Vec, Named Entity Recognition, Sentiment Analysis,&nbsp;Prompt Engineering</li><li style="line-height: 1.5;">- Data Processing &amp; Databases: Elasticsearch, Neo4j, SQL, SQLite, FAISS&nbsp;</li><li style="line-height: 1.5;">- Cloud Platforms: AWS, GCP, COZE&nbsp;</li><li style="line-height: 1.5;">- Programming: Python (Advanced) - Other: Web Scraping, Data Visualization</li></ul>

<h2 style="line-height: 1.5;">Professional Experience</h2><h3 style="line-height: 1.5;">AI Team Lead, Fimmick (08/2023 - Present)</h3> Lead AI initiatives for a Hong Kong-based company with development teams in Taiwan.&nbsp;<ul><li style="line-height: 1.5;">- Design and architect innovative AI product systems&nbsp;</li><li style="line-height: 1.5;">- Mentor team members and provide expert AI technical guidance&nbsp;</li><li style="line-height: 1.5;">- Spearhead the development of major AI products:</li></ul><h4 style="line-height: 1.5; text-align: left;">Key Projects:&nbsp;</h4>1. Travel Plan Recommendation System &nbsp;&nbsp;<ul><li style="line-height: 1.5; text-align: left;">- Integrated LLMs, RAG, and knowledge graphs for personalized travel planning &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Implemented route optimization using GEO libraries and shortest path algorithms &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Developed feedback loop for continuous model improvement using Neo4j and FAISS &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Technologies: LLM, RAG, Neo4j, FAISS, GEO libraries, PyTorch, PEFT, LORA</li></ul>2. CreativeMAX - Marketing Image Evaluation System &nbsp;&nbsp;<ul><li style="line-height: 1.5; text-align: left;">- Consulted on AI-driven image analysis for marketing effectiveness &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Guided implementation of eye-tracking prediction and artistic evaluation &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Technologies: Computer Vision models, PyTorch, Scikit-learn&nbsp;</li></ul>3. Intelligent Article Generation Platform &nbsp;&nbsp;<ul><li style="line-height: 1.5; text-align: left;">- Developed multi-purpose content generators using COZE platform &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Implemented automatic language detection and multi-lingual support &nbsp;&nbsp;</li><li style="line-height: 1.5; text-align: left;">- Technologies: COZE, LLMs, Prompt Engineering, NLP libraries</li></ul><h4 style="line-height: 1.5;">Leadership &amp; Achievements:&nbsp;</h4><ul><li style="line-height: 1.5;">- Established a mentorship program, dedicating 6 hours weekly to guide junior team members&nbsp;</li><li style="line-height: 1.5;">- Conducted company-wide AI education sessions, enhancing cross-departmental AI literacy </li></ul>

<h3 style="line-height: 1.5;">AI Researcher, Cinnamon AI (07/2019 - 11/2022)&nbsp;</h3><ul><li>- Designed and delivered customized AI solutions for 15+ customer cases, enhancing customer satisfaction by 25%&nbsp;</li><li>- Developed and deployed 3 state-of-the-art AI models, leading to a 20% increase in model accuracy&nbsp;</li><li>- Led cross-functional teams across Taiwan, Japan, and Vietnam, successfully delivering 10 projects on time and within budget&nbsp;</li></ul><h4 style="line-height: 1.5;">Key Projects:&nbsp;</h4><ul><li>- Patent Ranking: Achieved 82% F1 score using document-to-vector and KNN&nbsp;</li><li>- Patent Analysis: Implemented re-ranking method for improved document retrieval accuracy&nbsp;</li><li>- Chemical Patent Structurization System (Japanese): Enhanced readability using Table sequence technology&nbsp;&nbsp;</li><li>- Customer Issues Classification (Japanese): Reached 93% accuracy using BERT&nbsp;</li><li>- Homepage Filter System (Chinese): Achieved 95% F1 score using hybrid model of rule-based and ML classification</li></ul><h3 style=" font-weight: 500; color: rgb(51, 51, 51); font-style: normal;">User Experience Protector, iTutorGroup\TutorABC (01/2017 - 03/2018)&nbsp;</h3><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Analyzed user experience data to reduce customer complaints by 15%&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Collaborated on user-centric improvements, enhancing overall satisfaction by 20%&nbsp;</li></ul><h3 style=" font-weight: 500; color: rgb(51, 51, 51); font-style: normal;">QA Engineer, Taiwan Mobile (06/2015 - 01/2016)</h3><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Resolved 150+ network, software, and hardware issues, improving system uptime by 15%&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Identified and reported 30+ critical UI/UX bugs, reducing post-launch error rates by 10%</li></ul>

<h2>Publications&nbsp;</h2>1. &quot;Enhance Incomplete Utterance Restoration by Joint Learning Token Extraction and Text Generation&quot; (2022)&nbsp;<a href="https://arxiv.org/abs/2204.03958" rel="noopener noreferrer" target="_blank">[arXiv:2204.03958]&nbsp;</a>2. &quot;Meeting Decision Tracker: Making Meeting Minutes with De-Contextualized Utterances&quot; (2022)&nbsp;<a href="https://arxiv.org/abs/2210.11374" rel="noopener noreferrer" target="_blank">[arXiv:2210.11374]</a>&nbsp;<h2>Side Projects&nbsp;</h2><ul><li>- Speech to Report: Automated transcription and structuring of audio recordings using ASR and NLP&nbsp;</li><li>- Personal Financial Assistant: Developed a financial knowledge graph for personalized insights using Neo4j and LLMs&nbsp;</li><li>- Smart SEO: Created 10+ LLM agents for SEO enhancement (ongoing)&nbsp;</li><li>- Device Log Structuralization: Designed high-efficiency search using Word2Vec for complex log interpretation</li></ul><h2 style=" font-weight: 500; color: rgb(100, 123, 113); font-style: normal;">Achievements</h2><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Silver medalist in Kaggle Santander Customer Transaction Prediction (top 10% out of 8,751 teams)&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Mentored 30+ students in Cinnamon AI summer camp, guiding product prototype development&nbsp;</li><li style=" color: rgb(85, 85, 85);">- Successfully led and delivered 10+ cross-cultural AI projects</li></ul><h2 style=" font-weight: 500; color: rgb(100, 123, 113); font-style: normal;">Languages</h2>Fluent in Chinese and English<h2 style=" font-weight: 500; color: rgb(100, 123, 113); font-style: normal;">Education</h2><ul style=" color: rgb(51, 51, 51); font-style: normal; font-weight: 400;"><li style=" color: rgb(85, 85, 85);">- Taiwan AI Academy (09/2018 - 01/2019)&nbsp;</li><li style=" color: rgb(85, 85, 85);">- B.S. in Information Management, Aletheia University (09/2009 - 07/2014)</li></ul>