# 【課程簡報】20251129_慈濟大學資訊工程學系_邊緣智慧(Edge AI)工作坊 ![20251129_TCU_EdgeAI_001](https://hackmd.io/_uploads/Bylc-GY-bg.jpg) 很高興今天（2025/11/29）受慈濟大學工學院資訊工程學系（原生物醫學科技學院醫學資訊學系）李盛安老師邀約，和同學們分享 TinyML （Edge Impulse) & Edge AI (OpenVINO) 相關知識並簡單實作，期望透過此次工作坊能讓同學們更了解從端點智慧感測裝置到 AI PC 鑑別式及生成式 AI 如何開發及應用。 **活動簡介： [2025 慈濟大學資訊工程學系 邊緣智慧(Edge AI)及微型機器學習(TinyML)工作坊](https://hackmd.io/@OmniXRI-Jack/TCU_Edge_AI_TinyML)** **快速指令區： https://hackmd.io/@OmniXRI-Jack/TCU_2025_EdgeAI** 此次課程分為上下半場，以下是下半場「邊緣智慧（Edge AI） 應用與實作」（Intel OpenVINO） 簡報大綱及課程簡報。上半場課程簡報可參考這個連結「**[微型機器學習(TinyML)應用與實作 （Edge Impulse）](https://hackmd.io/@OmniXRI-Jack/TCU_2025_TinyML_PPT)**」。 1. Intel AI PC 與OpenVINO 簡介 2. OpenVINO YOLO 物件偵測實作 3. OpenVINO 生成式AI 模型實作 ![20251129_TCU_EdgeAI_002](https://hackmd.io/_uploads/S1HuMfFZbl.jpg) ![20251129_TCU_EdgeAI_003](https://hackmd.io/_uploads/rygU_fMYWWx.jpg) ![20251129_TCU_EdgeAI_004](https://hackmd.io/_uploads/BkIOzMY-Zx.jpg) ![20251129_TCU_EdgeAI_005](https://hackmd.io/_uploads/rJx8_MGY--x.jpg) ![20251129_TCU_EdgeAI_006](https://hackmd.io/_uploads/SJSOGGtbWg.jpg) ![20251129_TCU_EdgeAI_007](https://hackmd.io/_uploads/rJW8_zGK--e.jpg) ![20251129_TCU_EdgeAI_008](https://hackmd.io/_uploads/r1UOzzFZbx.jpg) ![20251129_TCU_EdgeAI_009](https://hackmd.io/_uploads/Sy8OMGtZbe.jpg) ![20251129_TCU_EdgeAI_010](https://hackmd.io/_uploads/rkIOGGFZbg.jpg) ![20251129_TCU_EdgeAI_011](https://hackmd.io/_uploads/HJUOMGK--x.jpg) ![20251129_TCU_EdgeAI_012](https://hackmd.io/_uploads/ryZLuMMYZWl.jpg) ![20251129_TCU_EdgeAI_013](https://hackmd.io/_uploads/rJruMzt-Zg.jpg) ![20251129_TCU_EdgeAI_014](https://hackmd.io/_uploads/rJ8dzftZbe.jpg) ![20251129_TCU_EdgeAI_015](https://hackmd.io/_uploads/SkeL_fzFZWx.jpg) ![20251129_TCU_EdgeAI_016](https://hackmd.io/_uploads/HkU_fGtb-g.jpg) ![20251129_TCU_EdgeAI_017](https://hackmd.io/_uploads/SkrOzfFZ-x.jpg) ![20251129_TCU_EdgeAI_018](https://hackmd.io/_uploads/BklUdzztWWx.jpg) ![20251129_TCU_EdgeAI_019](https://hackmd.io/_uploads/SyWUOMGFZZx.jpg) ![20251129_TCU_EdgeAI_020](https://hackmd.io/_uploads/rJlIOMMKbZx.jpg) ![20251129_TCU_EdgeAI_021](https://hackmd.io/_uploads/H13Lciw--x.jpg) ![20251129_TCU_EdgeAI_022](https://hackmd.io/_uploads/BkXUdGzF-Wl.jpg) ![20251129_TCU_EdgeAI_023](https://hackmd.io/_uploads/HkzLdGfKb-x.jpg) ![20251129_TCU_EdgeAI_024](https://hackmd.io/_uploads/ryz8OzMKWbx.jpg) ![20251129_TCU_EdgeAI_025](https://hackmd.io/_uploads/BJb8_zfKW-e.jpg) ![20251129_TCU_EdgeAI_026](https://hackmd.io/_uploads/Sk78dGMKZ-x.jpg) ![20251129_TCU_EdgeAI_027](https://hackmd.io/_uploads/H1g-DcoPbbg.jpg) ![20251129_TCU_EdgeAI_028](https://hackmd.io/_uploads/HJW8OMfYZbe.jpg) ![20251129_TCU_EdgeAI_029](https://hackmd.io/_uploads/BkGL_zGt-Zl.jpg) ![20251129_TCU_EdgeAI_030](https://hackmd.io/_uploads/S1rv5ivbZx.jpg) ![20251129_TCU_EdgeAI_031](https://hackmd.io/_uploads/B1MUdzGt-Wx.jpg) ![20251129_TCU_EdgeAI_032](https://hackmd.io/_uploads/BkgvcjvWWx.jpg) ![20251129_TCU_EdgeAI_033](https://hackmd.io/_uploads/ByWP9jPZZl.jpg) ![20251129_TCU_EdgeAI_034](https://hackmd.io/_uploads/rJ7UOGMYZZx.jpg) ![20251129_TCU_EdgeAI_035](https://hackmd.io/_uploads/HkG8dfft--x.jpg) ![20251129_TCU_EdgeAI_036](https://hackmd.io/_uploads/HJW8OfGYbWl.jpg) ![20251129_TCU_EdgeAI_037](https://hackmd.io/_uploads/rkI_MMtZ-e.jpg) ![20251129_TCU_EdgeAI_038](https://hackmd.io/_uploads/SyNw5ov-be.jpg) ![20251129_TCU_EdgeAI_039](https://hackmd.io/_uploads/H1xVwqjwbZe.jpg) ![20251129_TCU_EdgeAI_040](https://hackmd.io/_uploads/ByzL_zGKWbx.jpg) ![20251129_TCU_EdgeAI_041](https://hackmd.io/_uploads/SJlLuMGFb-e.jpg) ![20251129_TCU_EdgeAI_042](https://hackmd.io/_uploads/ryW8_MGt-We.jpg) ![20251129_TCU_EdgeAI_043](https://hackmd.io/_uploads/Sy-w5jPWZx.jpg) ![20251129_TCU_EdgeAI_044](https://hackmd.io/_uploads/HygLuzzFWbx.jpg) ![20251129_TCU_EdgeAI_045](https://hackmd.io/_uploads/rJ-IOMftWWl.jpg) ![20251129_TCU_EdgeAI_046](https://hackmd.io/_uploads/ryeU_fzKZWg.jpg) ![20251129_TCU_EdgeAI_047](https://hackmd.io/_uploads/rySv9sDWbl.jpg) ![20251129_TCU_EdgeAI_048](https://hackmd.io/_uploads/S1Xv5oDWWe.jpg) ![20251129_TCU_EdgeAI_049](https://hackmd.io/_uploads/Hy4P5ovWWe.jpg) ![20251129_TCU_EdgeAI_050](https://hackmd.io/_uploads/SkeSvqsvb-l.jpg) ## Intel OpenVINO學習資源 * [Intel OpenVINO Document](https://docs.openvino.ai/) * [Intel OpenVINO Toolkit (Youtube)](https://www.youtube.com/watch?v=kY9nZbX1DWM&list=PLg-UKERBljNxdIQir1wrirZJ50yTp4eHv) * [Intel OpenVINO Toolkit (Meduim)](https://medium.com/@openvino) * [許哲豪，OmniXRI OpenVINO系列發文](https://hackmd.io/@OmniXRI-Jack/series_articles#OpenVINO%E7%B3%BB%E5%88%97) * [MakerPRO， OpenVINO系列發文](https://makerpro.cc/category/suppliers/openvino-column/) ## 參考文獻 * 歐尼克斯實境互動工作室，TinyML(MCU AI)系列發文 https://hackmd.io/@OmniXRI-Jack/series_articles#TinyMLMCU-AI%E7%B3%BB%E5%88%97 * 許哲豪，【課程簡報】20231117_慈濟醫資_利用邊緣運算工具OpenVINO快速搭建智慧醫療應用 https://omnixri.blogspot.com/2023/11/20231117openvino13.html * 許哲豪，OmniXRI TinyML 小學堂 (2025) https://omnixri.blogspot.com/2025/06/omnixri-tinyml-2025.html * Intel, OpenVINO Documents https://docs.openvino.ai/2025/index.html * Intel, OpenVINO Notebooks Github https://github.com/openvinotoolkit/openvino_notebooks