# 【課程簡報】20260603_宜蘭電子_開發者如何選擇低功耗、高效能生成式AI開發方案 很高興今天(2026/06/03)受宜蘭大學電子工程學系林秀菊老師邀約和同學們聊聊「開發者如何選擇低功耗、高效能的生成式AI開發方案」這個主題。去年曾以這個主題在 Computex 研華現場直播中講過，但當時主要以研華的Intel AI PC為主，而此次加入更多 Computex 2026 Keynote 及小型開發板如何開發生成式AI應用的內容。另外也補充了 Edge AI Foundation 四月份剛舉辦完的「Generative Edge AI： Reasoning, Agentic & Physical Intelligence」線上研討會中最前沿的產品及設計理念，希望學生們都能收獲滿滿。 完整簡報內容如下： ![20260603_NIU_EdgeGenAI_001](https://hackmd.io/_uploads/ByZK4qp3gGx.jpg) ![20260603_NIU_EdgeGenAI_002](https://hackmd.io/_uploads/ByxuEcT3gMl.jpg) ![20260603_NIU_EdgeGenAI_003](https://hackmd.io/_uploads/ryvNqT2lfl.jpg) ![20260603_NIU_EdgeGenAI_004](https://hackmd.io/_uploads/SJdVcp2gMx.jpg) ![20260603_NIU_EdgeGenAI_005](https://hackmd.io/_uploads/BygY45ahefx.jpg) ![20260603_NIU_EdgeGenAI_006](https://hackmd.io/_uploads/HyWFNcpnlfg.jpg) ![20260603_NIU_EdgeGenAI_007](https://hackmd.io/_uploads/SklKNcpneMl.jpg) ![20260603_NIU_EdgeGenAI_008](https://hackmd.io/_uploads/B1dV9T3eMg.jpg) ![20260603_NIU_EdgeGenAI_009](https://hackmd.io/_uploads/SydV9T3lMl.jpg) ![20260603_NIU_EdgeGenAI_010](https://hackmd.io/_uploads/rkGYN56hxfx.jpg) ![20260603_NIU_EdgeGenAI_011](https://hackmd.io/_uploads/SkgO45pngMg.jpg) ![20260603_NIU_EdgeGenAI_012](https://hackmd.io/_uploads/BJdEqa2gMe.jpg) ![20260603_NIU_EdgeGenAI_013](https://hackmd.io/_uploads/HkWYV5Thgze.jpg) ![20260603_NIU_EdgeGenAI_014](https://hackmd.io/_uploads/HJZFN563xfg.jpg) ![20260603_NIU_EdgeGenAI_015](https://hackmd.io/_uploads/SJNFNq6heMg.jpg) ![20260603_NIU_EdgeGenAI_016](https://hackmd.io/_uploads/rkxFVc63gzx.jpg) ![20260603_NIU_EdgeGenAI_017](https://hackmd.io/_uploads/Hkd4cT3xfg.jpg) ![20260603_NIU_EdgeGenAI_018](https://hackmd.io/_uploads/B1WYVc62gfx.jpg) ![20260603_NIU_EdgeGenAI_019](https://hackmd.io/_uploads/HygFVcp3gfg.jpg) ![20260603_NIU_EdgeGenAI_020](https://hackmd.io/_uploads/SyeuNca3xfl.jpg) ![20260603_NIU_EdgeGenAI_021](https://hackmd.io/_uploads/BJO4q6nxzx.jpg) ![20260603_NIU_EdgeGenAI_022](https://hackmd.io/_uploads/rJet4qa3lGg.jpg) ![20260603_NIU_EdgeGenAI_023](https://hackmd.io/_uploads/SyYNqTnlGe.jpg) ![20260603_NIU_EdgeGenAI_024](https://hackmd.io/_uploads/SJeFN9TnlMe.jpg) ![20260603_NIU_EdgeGenAI_025](https://hackmd.io/_uploads/BJF45pheGx.jpg) ![20260603_NIU_EdgeGenAI_026](https://hackmd.io/_uploads/BkztNcanefe.jpg) ![20260603_NIU_EdgeGenAI_027](https://hackmd.io/_uploads/BkzFNcT3eGg.jpg) ![20260603_NIU_EdgeGenAI_028](https://hackmd.io/_uploads/HJ-FE5ahlfg.jpg) ![20260603_NIU_EdgeGenAI_029](https://hackmd.io/_uploads/ryldVqa3lzx.jpg) ![20260603_NIU_EdgeGenAI_030](https://hackmd.io/_uploads/rkgdNcp3xfl.jpg) ![20260603_NIU_EdgeGenAI_031](https://hackmd.io/_uploads/BymtV56hgfe.jpg) ![20260603_NIU_EdgeGenAI_032](https://hackmd.io/_uploads/H1YN56hxzx.jpg) ![20260603_NIU_EdgeGenAI_033](https://hackmd.io/_uploads/H1lYVcThlGe.jpg) ![20260603_NIU_EdgeGenAI_034](https://hackmd.io/_uploads/S1dE5T2gzg.jpg) ![20260603_NIU_EdgeGenAI_035](https://hackmd.io/_uploads/SJF4qanlGg.jpg) ![20260603_NIU_EdgeGenAI_036](https://hackmd.io/_uploads/SyZtE9phgfx.jpg) ![20260603_NIU_EdgeGenAI_037](https://hackmd.io/_uploads/r1ZF4qa3lMg.jpg) ![20260603_NIU_EdgeGenAI_038](https://hackmd.io/_uploads/HkdV9anlMg.jpg) ![20260603_NIU_EdgeGenAI_039](https://hackmd.io/_uploads/H1GKE9a3gMe.jpg) ![20260603_NIU_EdgeGenAI_040](https://hackmd.io/_uploads/rJKE56hgMg.jpg) ![20260603_NIU_EdgeGenAI_041](https://hackmd.io/_uploads/B1MtE9T2gfx.jpg) ![20260603_NIU_EdgeGenAI_042](https://hackmd.io/_uploads/Hk-tE963lMx.jpg) ![20260603_NIU_EdgeGenAI_043](https://hackmd.io/_uploads/S1ONqpngzg.jpg) ![20260603_NIU_EdgeGenAI_044](https://hackmd.io/_uploads/BkzKNqa2lzx.jpg) ![20260603_NIU_EdgeGenAI_045](https://hackmd.io/_uploads/SJuEqanxfl.jpg) ![20260603_NIU_EdgeGenAI_046](https://hackmd.io/_uploads/BJgY45p3gze.jpg) ![20260603_NIU_EdgeGenAI_047](https://hackmd.io/_uploads/BkZO4cT3xzl.jpg) ![20260603_NIU_EdgeGenAI_048](https://hackmd.io/_uploads/BJtNqT2lzx.jpg) ![20260603_NIU_EdgeGenAI_049](https://hackmd.io/_uploads/rJlKNqThlfg.jpg) ![20260603_NIU_EdgeGenAI_050](https://hackmd.io/_uploads/S1tVqp3xfl.jpg) ![20260603_NIU_EdgeGenAI_051](https://hackmd.io/_uploads/B1dNqaheGx.jpg) ![20260603_NIU_EdgeGenAI_052](https://hackmd.io/_uploads/rylOEc62gMl.jpg) ![20260603_NIU_EdgeGenAI_053](https://hackmd.io/_uploads/HJWYE56ngMg.jpg) ![20260603_NIU_EdgeGenAI_054](https://hackmd.io/_uploads/BkgYNc6ngGl.jpg) ![20260603_NIU_EdgeGenAI_055](https://hackmd.io/_uploads/SyF4ca2lzx.jpg) ![20260603_NIU_EdgeGenAI_056](https://hackmd.io/_uploads/Bk-_N5ThlMe.jpg) ![20260603_NIU_EdgeGenAI_057](https://hackmd.io/_uploads/SJt4cp2xfx.jpg) ![20260603_NIU_EdgeGenAI_058](https://hackmd.io/_uploads/HkeuN5phgGe.jpg) ![20260603_NIU_EdgeGenAI_059](https://hackmd.io/_uploads/r1F496hxMl.jpg) ![20260603_NIU_EdgeGenAI_060](https://hackmd.io/_uploads/BygtNcThxfl.jpg) ## 參考文獻 * Nvidia, GTC Taipei 2026 https://youtu.be/wSp6AiNIrsY * Intel, Computex 2026 https://youtu.be/1h_zY377urU * Arm, Computex 2026 https://youtu.be/aEvEoDJoJQY * Qualcomm, Computex 2026 https://youtu.be/BH6pg0LY8Fw * 研華/許哲豪，開發者如何選擇低功耗、高效能的生成式AI開發方案 https://youtu.be/6VE28tulnpU * 許哲豪，邊緣人工智慧實務（EE5354701）─ Ch12 生成式邊緣人工智慧 https://github.com/OmniXRI/NTUST_EdgeAI_2026/tree/main/Ch12_Edge_GenAI * 許哲豪，Generative Edge AI: Reasoning, Agentic & Physical Intelligence https://hackmd.io/@OmniXRI-Jack/Generative-Edge-AI-Streames-V5