全新正版 TinyML--TensorFlowLite边缘计算(影印版)(英文版) (美)皮特·瓦尔登//丹尼尔·西图纳亚克|责编:张烨 9787564188948 东南大学

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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2023-04-14

已实名已认证进店收藏店铺

商品描述: 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