# 【課程簡報】20251129_慈濟大學資訊工程學系_微型機器學習(TinyML)工作坊 ![投影片1](https://hackmd.io/_uploads/SJ10ZzK-Wg.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_TinyML** 此次課程分為上下半場，以下是上半場「微型機器學習(TinyML)應用與實作」（Edge Impulse）簡報大綱及課程簡報。下半場課程簡報可參考這個連結「**[邊緣智慧（Edge AI）應用與實作」（Intel OpenVINO）](https://hackmd.io/@OmniXRI-Jack/TCU_2025_EdgeAI_PPT)**」。 1. 邊緣智慧與微型機器學習簡介 2. Edge Impulse 與智慧感測器實作 3. Edge Impulse 與影像辨識實作 ![投影片2](https://hackmd.io/_uploads/H1nZzzt-Wx.jpg) ![投影片3](https://hackmd.io/_uploads/SyEabMfYWZe.jpg) ![投影片4](https://hackmd.io/_uploads/BJnbfMFW-l.jpg) ![投影片5](https://hackmd.io/_uploads/SkaWzGFZZg.jpg) ![投影片6](https://hackmd.io/_uploads/B16bzMt-Zl.jpg) ![投影片7](https://hackmd.io/_uploads/BkpZfGtWWg.jpg) ![投影片8](https://hackmd.io/_uploads/rJNabffKbWg.jpg) ![投影片9](https://hackmd.io/_uploads/rJxpZMfYWbl.jpg) ![投影片10](https://hackmd.io/_uploads/ryHTbGfYZbx.jpg) ![投影片11](https://hackmd.io/_uploads/SkAbfGFWbx.jpg) ![投影片12](https://hackmd.io/_uploads/B17abMMFWZx.jpg) ![投影片13](https://hackmd.io/_uploads/HkbpbGMFWZe.jpg) ![投影片14](https://hackmd.io/_uploads/ryWabzfF--g.jpg) ![投影片15](https://hackmd.io/_uploads/BkgaWMfFbWg.jpg) ![投影片16](https://hackmd.io/_uploads/S17a-MzFbZe.jpg) ![投影片17](https://hackmd.io/_uploads/SyzaZGGY--g.jpg) ![投影片18](https://hackmd.io/_uploads/BkGpbffK--e.jpg) ![投影片19](https://hackmd.io/_uploads/SypZzfKZbg.jpg) ![投影片20](https://hackmd.io/_uploads/S17aZzGtWWx.jpg) ![投影片21](https://hackmd.io/_uploads/SkQ6WGfYbZg.jpg) ![投影片22](https://hackmd.io/_uploads/SkbTbfGYZZx.jpg) ![投影片23](https://hackmd.io/_uploads/HkX6bzfFZZl.jpg) ![投影片24](https://hackmd.io/_uploads/r1-p-MMtZ-x.jpg) ![投影片25](https://hackmd.io/_uploads/rJZ6ZGfK-bg.jpg) ![投影片26](https://hackmd.io/_uploads/HJRbMfKZZl.jpg) ![投影片27](https://hackmd.io/_uploads/HkMpWGzFZ-e.jpg) ![投影片28](https://hackmd.io/_uploads/SJx0bGzt-We.jpg) ![投影片29](https://hackmd.io/_uploads/HyWC-zMFZbe.jpg) ![投影片30](https://hackmd.io/_uploads/H1UaWGMt-Wx.jpg) ![投影片31](https://hackmd.io/_uploads/ByCWzMKWZe.jpg) ![投影片32](https://hackmd.io/_uploads/S1gTbGMFZZl.jpg) ![投影片33](https://hackmd.io/_uploads/B1l6WGzFZZe.jpg) ![投影片34](https://hackmd.io/_uploads/HkVaZGzKZWl.jpg) ![投影片35](https://hackmd.io/_uploads/r1mpZGGY-Wg.jpg) ![投影片36](https://hackmd.io/_uploads/r1f6WGftW-x.jpg) ![投影片37](https://hackmd.io/_uploads/rkpWMzYZ-g.jpg) ![投影片38](https://hackmd.io/_uploads/rye0-GGtZ-l.jpg) ![投影片39](https://hackmd.io/_uploads/SJE6WMfYWWl.jpg) ![投影片40](https://hackmd.io/_uploads/HJZaWfztWbl.jpg) ![投影片41](https://hackmd.io/_uploads/SJla-zGYWbe.jpg) ![投影片42](https://hackmd.io/_uploads/HJ6bGzt-We.jpg) ![投影片43](https://hackmd.io/_uploads/H1WpWGMtZWx.jpg) ![投影片44](https://hackmd.io/_uploads/ry-pbfMFWbe.jpg) ![投影片45](https://hackmd.io/_uploads/SJf6-zfK-Wg.jpg) ![投影片46](https://hackmd.io/_uploads/BkXpZfGtW-l.jpg) ![投影片47](https://hackmd.io/_uploads/ByGp-fzYWZg.jpg) ![投影片48](https://hackmd.io/_uploads/SJTWGfYZbg.jpg) ![投影片49](https://hackmd.io/_uploads/r1AbzGtZ-e.jpg) ![投影片50](https://hackmd.io/_uploads/Skp-zGtZ-g.jpg) ![投影片51](https://hackmd.io/_uploads/HJMabGMKZZx.jpg) ![投影片52](https://hackmd.io/_uploads/BJx6WfftW-e.jpg) ![投影片53](https://hackmd.io/_uploads/SkRWMftbZg.jpg) ![投影片54](https://hackmd.io/_uploads/BJXTWMfYWWl.jpg) ![投影片55](https://hackmd.io/_uploads/Byea-GGKZWx.jpg) ![投影片56](https://hackmd.io/_uploads/r1xAZzfK-bg.jpg) ![投影片57](https://hackmd.io/_uploads/HyCZMzt-Ze.jpg) ![投影片58](https://hackmd.io/_uploads/ryCZGMKZWe.jpg) ![投影片59](https://hackmd.io/_uploads/S1zpZfzKZbg.jpg) ![投影片60](https://hackmd.io/_uploads/rkgpbMGtZbg.jpg) ![投影片61](https://hackmd.io/_uploads/rkraWfGKb-g.jpg) ![投影片62](https://hackmd.io/_uploads/SyxR-GftWbx.jpg) ## 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】20240509_慈濟醫資_穿戴式人工智慧工作坊_利用TinyML技術快速搭建微型智慧應用 https://omnixri.blogspot.com/2024/05/20240509tinyml12.html * 許哲豪，OmniXRI TinyML 小學堂 (2025) https://omnixri.blogspot.com/2025/06/omnixri-tinyml-2025.html * Edge Impulse, Developers – Docs https://docs.edgeimpulse.com