# 透過 Edge Impulse，以自訂數據微調 AI 模型 Edge Impulse 是一個用於在 Qualcomm® Dragonwing™ 裝置上構建邊緣 AI 模型的端對端平台。 它支援資料集建立、模型訓練及硬體加速部署。該平台能處理音訊、影像、感測器數據，以及多種格式的自訂模型。 ## 前置條件 - 請確保您已完成開發板的裝置設定。 - 請確保您已與 Qualcomm 評估套件建立 SSH 連線。一旦連線完成，評估套件即可透過其配置的 IP 位址存取。需要 IP 位址才能推送執行 AI/ML 應用程式所需的模型和工件。 ## 訓練 AI 模型 Tab Qualcomm Linux Tab Ubuntu 若要開始使用 Edge Impulse 構建模型，請執行以下步驟： 1. 在 [studio.edgeimpulse.com](https://studio.edgeimpulse.com) 註冊一個免費的開發者帳號。 2. 安裝 Edge Impulse 命令列介面及其他相依套件。 > > > wget https://cdn.edgeimpulse.com/firmware/linux/setup-edge-impulse-qc-linux.sh > Copy to clipboard > > > sh setup-edge-impulse-qc-linux.sh > Copy to clipboard > > > source ~/.profile > Copy to clipboard 3. 連線至 Edge Impulse。 > > > edge-impulse-linux > Copy to clipboard 設定精靈將會啟動，提示您登入並選擇 Edge Impulse 專案。 小訣竅 若您需要切換至其他專案或使用另一個攝影機，請加上 –clean 引數，然後重新執行該指令。 4. 若要確認您的裝置已連線至 Edge Impulse： > > > 1. 前往您的 Edge Impulse 專案，並選擇 裝置 。 > 2. 確認您的裝置已顯示在清單中，如下圖所示。 > > > > ![../_images/ai-edgeimpulse-connected-devices.png](data:image/png;base64,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) 5. 若要構建您的第一個 AI 模型，請參考 [教學課程](https://docs.edgeimpulse.com/tutorials) 其中之一。 6. 若要執行您的模型，請在終端機或您的開發板的 SSH 工作階段中執行以下指令： > > > edge-impulse-linux-runner > Copy to clipboard > > - 此指令會自動構建並下載您的模型，並在 NPU 上執行該模型。此指令僅適用於量化模型。 > - 若要手動下載 EIM 檔案，請前往您的 Edge Impulse 專案的部署頁面，搜尋 Linux (AARCH64 with Qualcomm QNN) 。 若要開始使用 Edge Impulse 構建模型，請執行以下步驟： 1. 在 [studio.edgeimpulse.com](https://studio.edgeimpulse.com) 註冊一個免費的開發者帳號。 2. 請從終端機或您的開發板的 SSH 工作階段安裝 `來自 Nodesource PPA 的 Node.js 22` ： > > > 1. 如有需要，請解除安裝 node.js 及 npm 。 > > > > > > > > > rm -f /usr/local/bin/node /usr/local/bin/npm > > Copy to clipboard > 2. 安裝 Node.js v22。 > > > > > > > > > curl -fsSL https://deb.nodesource.com/setup_22.x | sudo -E bash - > > Copy to clipboard > > > > > > sudo apt install -y nodejs > > Copy to clipboard > 3. 確認 node.js 與 npm 已安裝完成。您可能需要開啟新的終端機視窗才能完成此步驟。 > > > > > > > > > node - > > Copy to clipboard > > > > > > 終端機會顯示數值 v22.x.x 。 > > > > 3. 連線至 Edge Impulse。 > > > > > > > > > > > > > > > edge-impulse-linux > > > Copy to clipboard > > > > 設定精靈將會啟動，提示您登入並選擇 Edge Impulse 專案。 > > > 小訣竅 > > > 若您需要切換至其他專案或使用另一個攝影機，請加上 –clean 引數，然後重新執行該指令。 > > 4. 若要確認您的裝置已連線至 Edge Impulse： > > > > > > > > > 1. 前往您的 Edge Impulse 專案，並選擇 裝置 。 > > 2. 確認您的裝置已顯示在清單中，如下圖所示。 > > > > > > > > ![../_images/ai-edgeimpulse-connected-devices.png](data:image/png;base64,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) > 5. 若要構建您的第一個 AI 模型，請參考 [教學課程](https://docs.edgeimpulse.com/tutorials) 其中之一。 > 6. 若要執行您的模型，請在終端機或您的開發板的 SSH 工作階段中執行以下指令： > > > > > > > > > edge-impulse-linux-runner > > > > - 此指令會自動構建並下載您的模型，並在 NPU 上執行該模型。此指令僅適用於量化模型。 > > - 若要手動下載 EIM 檔案，請前往您的 Edge Impulse 專案的部署頁面，搜尋 Linux (AARCH64 with Qualcomm QNN) 。 ## 自帶模型 Edge Impulse 也支援 SavedModel、ONNX、LiteRT、TensorRT 或 scikit-learn 等格式的自帶模型 (BYOM)。透過 BYOM 部署的模型在 Qualcomm Dragonwing 平台上可獲得完整支援，且量化模型亦可使用 NPU 加速。 若您的模型尚未量化，您可以上傳具有代表性的資料集以獲得更佳效能。 若要將您的自備模型導入 Qualcomm Dragonwing 裝置，請參閱 [Edge Impulse > 自帶模型](https://docs.edgeimpulse.com/studio/projects/dashboard/byom) 。 Last Published: Feb 24, 2026 [Previous Topic 使用 Qualcomm AI Runtime SDK 優化 AI 模型](https://docs.qualcomm.com/bundle/publicresource/80-70023-15BT/topics/qairt.md) [Next Topic 使用 AIMET 微調模型準確度](https://docs.qualcomm.com/bundle/publicresource/80-70023-15BT/topics/aimet.md)