Binary Neural Networks

Techniques to Address Overfitting in Donkey Car Neural Network Autonomous Driving Agents and Achieve Robustness

by
Techniques to Address Overfitting in Donkey Car Neural Network Autonomous Driving Agents and Achieve Robustness

June 4, 2019 Original Author: Felix Yu, Source: https://flyyufelix.github.io/2019/06/04/pixmoving-hackathon.html Using style transfer as a data augmentation technique to improve model robustness 1. Introduction During my time in the United States last year, I attended several Donkey Car meetups and noticed that Donkey Cars using end-to-end neural networks (i.e., directly outputting steering and throttle) performed worse … Read more

Smart Recognition of Handwritten Digits Using ESP32 4.3-Inch Screen

by
Smart Recognition of Handwritten Digits Using ESP32 4.3-Inch Screen

What functions can be achieved by combining the ESP32 screen module with an LED light board? The project presented today only requires a swipe on a 4.3-inch touchscreen, and the neural network can instantly understand your handwriting and display the number you wrote on an 8*8 LED light board. Isn’t it amazing? Let’s see how … Read more

Why NPU is More Suitable than GPU for AI Accelerated Computing?

by
Why NPU is More Suitable than GPU for AI Accelerated Computing?

Today, let’s talk about NPU. While everyone is quite familiar with common computing units like CPU and GPU, the working principles and specific functions of NPU may not be as clear. NPU stands for Neural Network Processing Unit, which is a neural network processor. As the name suggests, it is a computing unit specifically designed … Read more

The Role of C Language in Deep Learning: Methods and Examples

by
The Role of C Language in Deep Learning: Methods and Examples

The Role of C Language in Deep Learning: Methods and Examples In the field of deep learning, Python is often the preferred programming language due to its vast ecosystem and rich library support. However, in certain specific scenarios, the C language is particularly important due to its high performance and low-level control capabilities. In this … Read more

Raspberry Pi AI HAT+: Unleashing AI Superpowers with 26 TOPS from Scratch

by
Raspberry Pi AI HAT+: Unleashing AI Superpowers with 26 TOPS from Scratch

Previous Issue: The AI HAT+ occupies all GPIO pins, and I have already purchased the TOUCH Display 2. What should I do? Last time we discussed that the Display 2 uses a 32-bit system. This time, to use the AI HAT+ extension, I re-flashed the OS to a 64-bit system because the AI HAT+ 26 … Read more

Embedded AI Biweekly Briefing Issue 1

by
Embedded AI Biweekly Briefing Issue 1

Embedded AI Biweekly Briefing (2017-07-24) Click the link at the end of the article to read the original text and jump to our biweekly briefing homepage, where you can read the version with item hyperlinks. Industry News OpenBLAS releases version 0.2.20 Clarifai launches SDK for training AI on your iPhone | VentureBeat We ported CAFFE … Read more

Why Are Some Embedded AI Processors Smarter Than Others?

by
Why Are Some Embedded AI Processors Smarter Than Others?

Introduction: When we talk about artificial intelligence, we often think of machine vision, fingerprint recognition, facial recognition, retinal recognition, iris recognition, palm print recognition, automated planning, intelligent search, game theory, automated program design, intelligent control, etc.; however, its core content is inseparable from embedded systems. However, not all artificial intelligence processors are the same. The … Read more

ETAS’s New Embedded AI Solutions

by
ETAS's New Embedded AI Solutions

ETAS’s New Embedded AI Solutions AI modeling and code generation tools for automotive embedded systems Key ETAS tools discussed in this article: ASCMO tool family Capable of constructing AI models based on data and automatically implementing parameter optimization; Embedded AI Coder Deploys trained neural networks into high-performance embedded C code for µC and µP. Introduction … Read more

In-Depth Analysis of NPU Industry More Suitable for AI: From Technological Breakthroughs to Ecological Reconstruction

by
In-Depth Analysis of NPU Industry More Suitable for AI: From Technological Breakthroughs to Ecological Reconstruction

Introduction: In the era of edge-cloud collaboration, how does NPU rewrite the computing power landscape? The explosive growth of artificial intelligence is reshaping the semiconductor industry, with computing power demand rapidly penetrating from the cloud to the edge. According to IDC’s forecast, by 2028, global shipments of GenAI smartphones equipped with NPUs will reach 910 … Read more

Xiangteng NPU Chip [6] – Chip Usage Guide and Software Development Reference Materials Summary

by
Xiangteng NPU Chip [6] - Chip Usage Guide and Software Development Reference Materials Summary

The Xiangteng NPU chip HKN201 neural network processor is a domestically produced, high-performance, multi-core NPU processor launched by Xi’an Xiangteng Microelectronics Technology Co., Ltd., aimed at strong real-time, high-performance, and high-concurrency application scenarios.Applications of the HKN201 neural network processor chip can refer to the NPU chip inference case guidance and Linux platform application guidance documents. … Read more