Hands-On Machine Learning with Scikit-Learn and TensorFlow 阅读笔记(第二章)

机器学习项目步骤

  1. Frame the problem and look at the big picture
    解决问题放眼大局

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    google 翻译
    Frame the problem and look at the Big Picture
    解决问题放眼大局
  2. Get the data
    获取数据

  3. Explore the data to gain insights.
  4. Prepare the data to better expose the underlying data patterns to Machine Learning algorithms.
  5. Explore many different models and short-list the best ones.
  6. Fine-tune your models and combine them into a great solution.
  7. Present your solution.
  8. Launch, monitor, and maintain your system.

机器学习项目

系统架构经常使用 pipeline 将不同组件连接,当一个组件损坏,暂时不会影响整个系统的运行,保证鲁棒性。