Technical & Coding By Alex Rivers

Edge AI & Microcontroller Inference

Deploying Quantized Neural Networks on ESP32 & Raspberry Pi

$15.99 USD • ★ 4.7 (149 verified reviews) • 332 copies sold

Book Synopsis & Overview

Practical TinyML and ONNX Runtime deployment on resource-constrained embedded devices for offline computer vision and audio classification.

Chapter 1: 8-Bit and 4-Bit Integer Quantization

Converting floating-point weights to INT8 and INT4 representations allows complex vision models to execute within 2MB SRAM footprints at 30 FPS.

Publishing & Format Specifications

  • • Format: Reflowable EPUB 3.0 & Print-Ready PDF
  • • DRM: 100% DRM-Free Lifetime Ownership
  • • Compatibility: Kindle, Apple Books, Kobo, Android, and Web Reader
Technical & Coding By Alex Rivers

Edge AI & Microcontroller Inference

Deploying Quantized Neural Networks on ESP32 & Raspberry Pi

$15.99 USD • ★ 4.7 (149 verified reviews) • 332 copies sold

Book Synopsis & Overview

Practical TinyML and ONNX Runtime deployment on resource-constrained embedded devices for offline computer vision and audio classification.

Chapter 1: 8-Bit and 4-Bit Integer Quantization

Converting floating-point weights to INT8 and INT4 representations allows complex vision models to execute within 2MB SRAM footprints at 30 FPS.

Publishing & Format Specifications

  • • Format: Reflowable EPUB 3.0 & Print-Ready PDF
  • • DRM: 100% DRM-Free Lifetime Ownership
  • • Compatibility: Kindle, Apple Books, Kobo, Android, and Web Reader
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