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NuFantex AI 部門
NuFantex AI solutions 提供專業的 AI 解決方案諮詢與建置服務, 技術團隊擁有超過十年在 AI 領域的研究與開發經驗。自 AI 技術逐步應用於產業以來,NuFantex 歷經技術適應階段,迅速優化工作流程並開發相關 plug-in 工具,成功將 AI 技術整合進業務核心,協助客戶有效降低成本。基於這一經驗,我們致力於將此模式推廣至國內中小型企業,特別是資金與技術人才資源有限的企業,協助其將 AI 技術融入現有生產與管理流程,提升效率與競爭力。此外,NuFantex 與頂尖 AI 研究機構建立產學合作夥伴關係,結合雙方專業,提供更高價值的技術諮詢與客製化解決方案。
我們的使命是協助中小企業將現有電腦化系統升級,透過 AI 技術實現資料的多維度應用,並與企業既有管理系統(如 ERP、CMS、CRM)或影像系統無縫整合,推動業務效率與創新。
AI Solutions Consulting and Implementation Services
NuFantex AI solution provides professional AI solution consulting and implementation services, backed by a technical team with over a decade of research and development experience in the AI field. Since the integration of AI technology into various industries, NuFantex has navigated the adaptation phase, swiftly optimizing workflows and developing specialized plug-in tools to seamlessly incorporate AI into our operations, enabling our clients to significantly reduce costs. Drawing on this expertise, we aim to replicate this process for small and medium-sized enterprises in Taiwan with limited financial and technological resources, helping them integrate AI into their existing production or management processes to enhance efficiency and competitiveness. Furthermore, NuFantex collaborates with leading AI research institutions, leveraging combined expertise to deliver high-value technical consulting and customized solutions.

我們的目標
我們致力於:
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提升資料價值:利用 AI 技術,從現有資訊材料中挖掘更深層的洞察,實現多角度運用。
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系統整合:將 AI 解決方案與企業現有的 ERP、CMS 或影像系統深度連結,提升系統間的互動性與智能化程度。
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客製化解決方案:為中小企業量身打造經濟高效的 AI 應用,助力企業在數位轉型中脫穎而出。
Our Goals
We are committed to:
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Enhancing Data Value: Utilizing AI to extract deeper insights from existing data, enabling multifaceted applications.
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System Integration: Seamlessly connecting AI solutions with enterprise ERP, CMS, or imaging systems to enhance interactivity and intelligence.
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Customized Solutions: Delivering cost-effective, tailored AI applications for SMEs to excel in digital transformation.


核心服務
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AI 諮詢服務
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全面診斷與策略規劃:深入分析企業現有資訊架構與業務流程,評估 AI 導入的可行性及潛在效益。
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產業專屬解決方案:由技術顧問(原AI 系系主任)親自領軍,提供符合特定產業需求的 AI 轉型策略,涵蓋製造、零售、醫療、物流等領域。
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技術路線圖設計:為企業制定長短期 AI 導入計畫,確保技術應用與業務目標一致,實現可持續成長。
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AI 建置服務
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客製化 AI 模型開發:針對企業需求,開發專屬的 AI 模型,應用於資料分析、預測建模、自然語言處理(NLP)、電腦視覺及生成式 AI 等領域。
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系統整合與優化:實現 AI 解決方案與企業現有 ERP、CMS、CRM 或影像系統的無縫整合,提升資料流動性與系統協同效率。
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進階影像處理:提供影像辨識、物件檢測、自動化標記與異常檢測等功能,廣泛應用於品質控制、監控與醫療影像分析。
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生成式 AI 應用:利用大語言模型(LLM)與檢索增強生成(RAG)技術,開發智能問答系統、自動化報告生成與內容創作工具。
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技術支援與維護
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模型持續優化:透過持續學習與資料更新,確保 AI 模型適應企業動態需求,維持高準確度與效能。
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技術支援:提供即時技術支援與問題診斷,確保系統穩定運行,降低企業運營風險。
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培訓與知識轉移:為企業內部團隊提供 AI 技術培訓,幫助員工掌握 AI 工具的操作與應用,提升自主管理能力。
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Core Services
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AI Consulting Services
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Comprehensive Diagnostics and Strategy Planning: In-depth analysis of existing IT infrastructure and business processes to assess AI adoption feasibility and potential benefits.
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Industry-Specific Solutions: Led by our Technical Advisor (former Head of AI Department), we provide AI transformation strategies tailored to industries such as manufacturing, retail, healthcare, and logistics.
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Technology Roadmap Design: Crafting short- and long-term AI adoption plans to align with business objectives, ensuring sustainable growth.
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AI Implementation Services
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Custom AI Model Development: Building bespoke AI models for data analytics, predictive modeling, natural language processing (NLP), computer vision, and generative AI.
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System Integration and Optimization: Enabling seamless integration of AI solutions with existing ERP, CMS, CRM, or imaging systems to enhance data flow and system synergy.
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Advanced Imaging Solutions: Offering capabilities like image recognition, object detection, automated tagging, and anomaly detection for applications in quality control, surveillance, and medical imaging analysis.
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Generative AI Applications: Leveraging large language models (LLMs) and Retrieval-Augmented Generation (RAG) to develop intelligent Q&A systems, automated report generation, and content creation tools.
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Technical Support and Maintenance
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Continuous Model Optimization: Ensuring AI models adapt to evolving business needs through continuous learning and data updates, maintaining high accuracy and performance.
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Technical Support: Providing real-time support and issue diagnostics to ensure stable system operations and minimize risks.
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Training and Knowledge Transfer: Offering AI technology training for internal teams to master AI tools and applications, fostering self-sufficiency.
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公司優勢
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頂尖技術團隊:由 AI 系系主任擔任技術總監,帶領超過 100 位 AI 工程師,涵蓋自然語言處理、電腦視覺、數據分析與機器學習等領域,具備深厚的學術背景與實務經驗。
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跨產業成功案例:近年來,我們為製造、零售、醫療、物流、媒體與政府單位等多元產業提供超過 50 個 AI 解決方案,累積豐富的跨領域應用經驗。
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靈活與高效的解決方案:提供模組化與客製化的 AI 應用,兼顧中小企業的預算限制與快速部署需求,確保高性價比與快速上線。
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前沿技術研發:與國科會及學術機構合作,參與 AI 模型壓縮、深度學習與大數據技術研究,確保我們的解決方案始終處於技術前沿。
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全球化視野與在地化服務:結合國際 AI 技術趨勢與台灣在地產業需求,提供符合本地文化的解決方案,幫助企業在全球市場中保持競爭力。
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端到端服務:從需求分析、方案設計、系統開發到後續維護,提供一站式服務,降低企業導入 AI 的複雜度與風險。
Company Strengths
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Elite Technical Team: Led by the Head of the AI Department as Technical Advisor, our team of over 100 AI engineers specializes in NLP, computer vision, data analytics, and machine learning, combining deep academic expertise with practical experience.
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Cross-Industry Success: In recent years, we have delivered over 50 AI solutions across diverse sectors, including manufacturing, retail, healthcare, logistics, media, and government, accumulating extensive cross-domain expertise.
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Flexible and Efficient Solutions: Offering modular and customized AI applications that balance budget constraints with rapid deployment, ensuring high ROI and fast implementation.
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Cutting-Edge R&D: Collaborating with the National Science and Technology Council (NSTC) and academic institutions on AI model compression, deep learning, and big data research, keeping our solutions at the forefront of technology.
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Global Vision, Local Expertise: Combining global AI trends with localized solutions tailored to Taiwan’s industries, empowering businesses to stay competitive in international markets.
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End-to-End Services: Providing a one-stop solution from needs analysis, solution design, system development, to ongoing maintenance, minimizing complexity and risks for AI adoption.


成功案例
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製造業 - 智慧供應鏈管理
為某製造企業導入 AI 預測模型,整合其 ERP 系統,實現庫存優化與需求預測,降低 20% 的庫存成本。 -
零售業 - 客戶行為分析
利用 AI 分析客戶資料,結合 CMS 系統,提供個人化行銷方案,提升 15% 的客戶轉換率。 -
醫療業 - 影像診斷輔助
為醫療機構開發 AI 影像辨識系統,輔助醫師進行快速診斷,準確率提升至 95%。
Success Stories
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Manufacturing - Smart Supply Chain Management
Integrated an AI predictive model with an ERP system for a manufacturing client, optimizing inventory and demand forecasting, resulting in a 20% reduction in inventory costs. -
Retail - Customer Behavior Analysis
Utilized AI to analyze customer data and integrated with a CMS to deliver personalized marketing campaigns, boosting conversion rates by 15%. -
Healthcare - AI-Assisted Imaging Diagnostics
Developed an AI-powered image recognition system for a healthcare institution, aiding physicians with rapid diagnostics and improving accuracy to 95%.
解題競賽經歷
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自動化分類與關鍵字推薦
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合作對象:三立電視(電視媒體業)
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技術領域:自然語言處理
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內容:針對電視台內容進行自動化分類,並推薦關鍵字以利管理與搜尋。
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染色機多目標預測及優化建議演算
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合作對象:叡揚資訊(資訊軟體業)
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技術領域:數據分析
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內容:預測染色機在多種目標下的成果,並提供優化建議。
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內政智慧網路輿情分析
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合作對象:內政部統計處(政府單位)
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技術領域:自然語言處理
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內容:分析網路上關於內政議題的輿論與民意。
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應用 AI 於區域遊蕩犬隻數量監測及預警
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合作對象:基隆動物保護防疫所(政府單位)
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技術領域:電腦視覺
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內容:利用影像辨識技術監測特定區域的流浪犬數量,並建立預警機制。
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語意機器人典藏資料搜尋系統
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合作對象:文化部(政府單位)
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技術領域:自然語言處理
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內容:開發一個能理解語意、用於搜尋典藏資料的機器人系統。
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以手部關鍵點檢測輔助臺灣手語單詞教學
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合作對象:台灣手語翻譯協會(非營利組織)
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技術領域:電腦視覺
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內容:透過偵測手部的關鍵點,輔助臺灣手語的單詞教學。
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透過 AI 辨識比對主要媒體平台之侵權影片
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合作對象:薩泰爾娛樂(媒體娛樂業)
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技術領域:電腦視覺
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內容:運用 AI 影像辨識技術,在各大媒體平台上比對並找出侵權的影片。
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應用 RAG 技術自動生成業務訪談報告
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合作對象:大聯大控股股份有限公司(電子零件通路業)
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技術領域:自然語言處理
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內容:採用檢索增強生成(RAG)技術,將業務訪談的內容自動生成為結構化的報告。
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Competition Achievements
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Automated Classification and Keyword Recommendation
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Partner: SET TV (Media Industry)
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Technology: Natural Language Processing
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Description: Automated content classification and keyword recommendation for efficient content management and search.
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Multi-Target Prediction and Optimization for Dyeing Machines
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Partner: Vital Information (Software Industry)
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Technology: Data Analytics
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Description: Predicted outcomes for dyeing machines under multiple objectives and provided optimization recommendations.
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Smart Public Opinion Analysis for Domestic Affairs
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Partner: Ministry of the Interior Statistics Department (Government)
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Technology: Natural Language Processing
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Description: Analyzed online public sentiment and opinions on domestic policy issues.
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AI-Enabled Stray Dog Population Monitoring and Alert System
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Partner: Keelung Animal Protection Office (Government)
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Technology: Computer Vision
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Description: Used image recognition to monitor stray dog populations in specific areas and established an early warning system.
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Semantic Robot for Archival Data Search
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Partner: Ministry of Culture (Government)
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Technology: Natural Language Processing
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Description: Developed a semantic-aware robot system for searching archival data.
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Hand Keypoint Detection for Taiwanese Sign Language Teaching
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Partner: Taiwan Sign Language Translation Association (Non-Profit)
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Technology: Computer Vision
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Description: Assisted Taiwanese sign language instruction through hand keypoint detection.
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AI-Based Identification of Copyright-Infringing Videos
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Partner: Satel Entertainment (Media Industry)
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Technology: Computer Vision
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Description: Used AI image recognition to detect infringing videos across major media platforms.
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Automated Business Interview Report Generation with RAG
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Partner: WPG Holdings (Electronics Distribution)
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Technology: Natural Language Processing
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Description: Employed Retrieval-Augmented Generation (RAG) to automatically generate structured reports from business interviews.
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產學合作案
Industry-Academia Collaborations
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Emycall 人工智慧摘要生成
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合作對象:大聯大控股股份有限公司(電子零件通路業)
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技術領域:自然語言處理
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內容:利用人工智慧技術,自動生成內容摘要。
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1. Emycall AI Summary Generation
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Partner: WPG Holdings (Electronics Distribution)
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Technology: Natural Language Processing
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Description: Automated content summarization using AI technology.
2. 太陽能發電廠運維 AI 助手
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合作對象:信邦電子(電子製造業)
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技術領域:自然語言處理
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內容:建立一個 AI 輔助系統,提供合約問答、財務模型協助以及電廠問題診斷等功能。
2. AI Assistant for Solar Power Plant Operations
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Partner: Sinbon Electronics (Electronics Manufacturing)
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Technology: Natural Language Processing
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Description: Developed an AI assistant for contract Q&A, financial modeling, and plant issue diagnostics.
3. 透地雷達圖判釋模型建置
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合作對象:台灣整合(工程顧問業)
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技術領域:電腦視覺、數據分析
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內容:開發一個能自動判讀與解釋透地雷達圖像的模型。
3. Ground-Penetrating Radar Image Interpretation Model
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Partner: Taiwan Integration (Engineering Consulting)
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Technology: Computer Vision, Data Analytics
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Description: Built a model to automatically interpret and analyze ground-penetrating radar images.
4. 染色配方預測模型
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合作對象:棉春紡織(紡織業)
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技術領域:數據分析、機器學習
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內容:建立一個能根據需求預測最佳染色配方的模型。
4. Dyeing Formula Prediction Model
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Partner: Cotton Spring Textile (Textile Industry)
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Technology: Data Analytics, Machine Learning
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Description: Created a model to predict optimal dyeing formulas based on requirements.
5. 基於大語言模型之韌體記錄錯誤分析
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合作對象:群聯電子(半導體與電子業)
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技術領域:自然語言處理
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內容:利用大型語言模型分析韌體日誌,自動找出並分類錯誤紀錄。
5. Firmware Log Error Analysis with Large Language Models
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Partner: Phison Electronics (Semiconductor Industry)
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Technology: Natural Language Processing
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Description: Used large language models to analyze firmware logs and automatically identify and classify errors.
6. 定型機能耗分析、紡織辭典大語言模型、Epson 紡織印表機問答機器人
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合作對象:紡織所(紡織研發法人)
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技術領域:數據分析、自然語言處理
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內容:包含分析紡織定型機的能源消耗、建立紡織領域專用的辭典大型語言模型,以及開發 Epson 印表機的問答機器人。
6. Textile Machine Energy Analysis, Textile LLM, and Epson Printer Q&A Bot
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Partner: Textile Research Institute (Textile R&D)
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Technology: Data Analytics, Natural Language Processing
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Description: Included energy consumption analysis for textile machines, a domain-specific large language model for textiles, and an Epson printer Q&A chatbot.
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