TinyML--TensorFlowLite边缘计算(影印版)(英文版) 9787564188948
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作者(美)皮特·瓦尔登//丹尼尔·西图纳亚克|责编:张烨
出版社东南大学
ISBN9787564188948
出版时间2020-07
装帧其他
开本其他
定价119元
货号30906279
上书时间2024-01-24
商品详情
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目录
Preface
1. Introduction
Embedded Devices
Changing Landscape
2. Getting Started
Who Is This Book Aimed At?
What Hardware Do You Need?
What Software Do You Need?
What Do We Hope You'll Learn?
3. Getting Up to Speed on Machine Learning
What Machine Learning Actually Is
The Deep Learning Workflow
Decide on a Goal
Collect a Dataset
Design a Model Architecture
Train the Model
Convert the Model
Run Inference
Evaluate and Troubleshoot
Wrapping Up
4. The "Hello World" of TinyML: Building and Training a Model
What We're Building
Our Machine Learning Toolchain
Python and Jupyter Notebooks
Google Colaboratory
TensorFlow and Keras
Building Our Model
Importing Dependencies
Generating Data
Splitting the Data
Defining a Basic Model
Training Our Model
Training Metrics
Graphing the History
Improving Our Model
Testing
Converting the Model for TensorFlow Lite
Converting to a C File
Wrapping Up
5. The "Hello World" of TinyMt: Builfling an Application
Walking Through the Tests
Including Dependencies
Setting Up the Test
Getting Ready to Log Data
Mapping Our Model
Creating an AllOpsResolver
Defining a Tensor Arena
Creating an Interpreter
Inspecting the Input Tensor
Running Inference on an Input
内容摘要
深度学习网络正变得越来越小。GoogleAssistant团队能用小到可以在微控制器上运行的只有14KB大小的模型来检测单词。这本实用的图书将带你进入TinyML的世界，让深度学习和嵌入式系统结合在一起，用微小的设备创造出惊人的东西。
PeteWarden和DanielSitunayake在书中介绍了如
何训练足够小的模型以适应任何环境。对于希望使用机器学习构建嵌入式系统的软件和硬件开发人员来说，这是一本理想的指导书，它会一步步指导你创建一系列TinyML项目。本书并不要
求读者有机器学习或微控制器的编程经验。
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