background mobile neuralSPOT
kv desktop bg neuralSPOTkv desktop front neuralSPOT scaled

neuralSPOT SDK for Edge AI Development

Edge AI Made Easy

kv mobile front neuralSPOT

neuralSPOT® 是一款專為 Ambiq 的 Apollo SoC 設計的開源、即時且不依賴特定作業系統的 SDK,旨在簡化超低功耗裝置上的邊緣 AI 開發。 neuralSPOT 整合了對 TFLM、heliaRT™ 及 heliaAOT™ 的支援,讓開發者能夠更快地在穿戴式裝置、醫療保健設備、智慧家庭產品以及工業物聯網系統上,建置、優化並部署高效能的 AI 應用程式。







Key Features of neuralSPOT SDK

01

Accessible Edge AI Tools

開源、作業系統無關性及即時 AI 開發工具包,旨在簡化 Ambiq 超低功耗 SoC 的 AI 開發流程。

02

Customizable AI Workflows

開發者所需的一切,用於開發、修改、訓練及部署 Apollo 系列 SoC 的複雜功能。

03

AI Model Profiling and Optimization

在所有 Ambiq 開發板上部署、微調並設定 AI 模型。

04

Rapid AI Prototyping

neuralSPOT 透過簡單的應用程式程式碼、簡潔的裝置 I/O 以及即插即用的電腦整合,簡化了 AI 功能。

Bridging the Edge AI Divide

Bridging the Edge AI Divide
neuralSPOT SDK

neuralSPOT SDK

Edge AI Application Prototyping Library Simplifies the embedded development Frees AI Developers to focus on AI

neuralSPOT Autodeploy

neuralSPOT Autodeploy

Easy AI-to-firmware conversion Sophisticated Profiler and Validator Zero friction AI experimentation

Optimized AI Runtimes

Optimized AI Runtimes

neuralSPOT makes choosing a runtime easy by seamlessly integrating LiteRT, heliaRT and heliaAOT

Development Kits for neuralSPOT

heartKIT

  • 根據心電圖感測器讀數檢測心臟統計數據和狀況
  • 心率、HRV、心房顫動檢測
  • 定期添加更多內容

physioKIT

  • 基於光學感測器的健康統計
  • SPO2、心率、心房顫動、無袖帶血壓監測

sleepKIT

  • 即時:在電池供電的邊緣裝置上即時執行推理
  • 高效:結合現代 AI 技術與 Ambiq 超低功耗 SoC
  • 可擴展: 輕鬆將新任務、模型和數據集添加到框架中
  • 準確:在嚴格的資源限制下實現 SoTA 結果

Keyword Spotting

  • 檢測預程式設計短語(例如“OK computer”)

Speech-to-Intent

  • 檢測口語短語中的意圖
  • 意圖是對物件執行的作
  • “打開廚房的燈”
  • 短語可以有多種形式

Speech Enhancement

  • 消除語音中的背景噪音,例如吹葉機、音樂和餐廳噪音
  • 可用於提高清晰度和提高語音辨識準確性

Speaker ID

  • 識別屬於特定個人的語音
  • 支援多人
  • 可以在設備上對新個人進行培訓

設計資源

Browse our Design Resources which includes product briefs, datasheets, selector guides, family brochures, white papers, quick start guides, and more to help you learn more about products.

其他文檔

  • 設置收藏夾
  • 取得更新通知
  • 使用搜尋過濾器

影片庫

hqdefault
hqdefault
hqdefault
hqdefault
hqdefault
hqdefault
hqdefault
hqdefault
hqdefault

常見問題 (FAQ)

  • neuralSPOT® is Ambiq’s open-source AI SDK for developing, training, optimizing, and deploying edge AI applications on Apollo® ultra-low-power SoCs. The OS-agnostic framework provides reusable application code, hardware abstraction, device I/O, AI model integration, and plug-and-play PC tools that simplify embedded AI development from prototyping through production. 

  • neuralSPOT® supports Ambiq Apollo generations 3 through 5, including Apollo3, Apollo4, and Apollo510 series SoCs. Support is continuously expanded to future Apollo generations as new devices are introduced. 

  • neuralSPOT® provides first-class support for TensorFlow Lite for Microcontrollers (TFLM), heliaRT™, and heliaAOT™, allowing developers to choose the AI inference runtime that best matches their model size, performance, latency, memory footprint, and deployment requirements. 

  • neuralSPOT® powers several application-focused AI development kits, including: 

    • heartKIT™ for ECG-based heart rate, heart rate variability (HRV), and atrial fibrillation (AFib) detection.  
    • physioKIT™ for optical-sensor-based SpO₂, heart rate, AFib detection, and cuffless blood pressure estimation.  
    • sleepKIT™ for real-time, on-device sleep monitoring and sleep-stage analysis.  
    These reference applications help developers accelerate AI development for digital health and wearable devices. 

  • neuralSPOT® includes ready-to-use AI pipelines for keyword spotting, speech-to-intent, speech enhancement, and speaker identification. These capabilities enable battery-powered devices to perform voice processing locally, reducing latency, improving privacy, and minimizing cloud dependence. 

  • Yes. neuralSPOT® is a fully open-source, OS-agnostic SDK that developers can inspect, modify, and extend. It is designed for real-time edge AI on ultra-low-power embedded systems and supports customization for production applications. 

  • No. neuralSPOT® runs on supported Ambiq Apollo SoCs and development boards. Developers can prototype, profile, optimize, and deploy AI models directly on Ambiq hardware using plug-and-play PC integration and the included development tools. 

  • Yes. neuralSPOT® is designed for on-device AI inference, allowing machine learning models to execute directly on Ambiq Apollo SoCs without requiring cloud connectivity. Running AI at the edge reduces latency, improves privacy, lowers power consumption, and enables reliable operation even when internet access is unavailable. 

準備下載