Neuton TinyML

Neuton TinyML

Freemium
No Code
Overview
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Overview of Neuton.AI

Neuton.AI is a no-code artificial intelligence platform that caters to users of all skill levels, from beginners to experienced developers. The platform leverages a patented Neural Network Framework to simplify the process of building and deploying machine learning models. This approach allows users to create AI solutions without needing extensive programming knowledge.

Key Features of Neuton.AI

Neuton.AI offers several standout features that enhance its usability and effectiveness:

  • Tiny AutoML: Neuton is recognized as a Tiny AutoML platform, enabling users to develop compact and precise neural networks. These models can be seamlessly integrated into 8, 16, and 32-bit microcontrollers, making them versatile for various applications.
  • Highly Automated Pipeline: The platform features a highly automated and transparent pipeline, minimizing the need for user intervention. This design makes it accessible for both technical and non-technical users.
  • Ultra-Low Power Consumption: Neuton’s solutions are optimized for ultra-low power consumption, making them ideal for wearables and other low-power devices.
  • Gesture Recognition: The platform can recognize a variety of gestures, facilitating smart control of devices like TVs through gestures. It can also monitor activities such as hand washing and daily human actions using ultra-low power ISPU sensors.
  • Compact Models: Models created with Neuton are extremely compact, with a footprint of less than 4 KB. This compactness is beneficial for applications like remote control of media systems through gestures.

Technical Specifications

Neuton.AI stands out in technical performance when compared to other frameworks like TensorFlow. Benchmark tests indicate that Neuton’s models are significantly smaller and faster:

  • Models are 14 times smaller in flash memory and 10 times smaller in SRAM compared to TensorFlow-based models.
  • Inference time is 33 times faster, enhancing the responsiveness of applications.
  • Neuton achieves a holdout validation accuracy that is 0.7% higher than that of TensorFlow.

Use Cases for Neuton.AI

Neuton.AI is versatile and can be applied in various scenarios:

  • Smart Devices: Users can control smart devices through gestures, such as using a smart ring to operate a TV.
  • Health Monitoring: The platform can detect hand washing and recognize daily activities, making it useful for health monitoring applications.
  • Package Tracking: Neuton can identify multiple events during the package delivery process, aiding in on-device package tracking solutions.

Availability of Neuton.AI

Currently, Neuton.AI is available as an Enterprise version for on-premises AI projects. An online version is expected to launch soon, allowing users to upload data and train models via a cloud platform. Additionally, Neuton will offer API access and ready-to-use models for convenience.

Conclusion

Neuton.AI presents a comprehensive no-code AI solution that is highly automated, compact, and efficient. Its unique features and technical advantages make it suitable for a wide range of applications, from smart devices to health monitoring and package tracking. By simplifying the AI development process, Neuton.AI empowers users to harness the power of artificial intelligence without the need for extensive technical expertise.

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