Course Code: colabds
Duration: 14 hours
Prerequisites:
  • 无需事先具备编程经验

目标受众

  • 数据科学家
  • IT专业人士
Overview:

Google Colab 是一个免费的云端平台,允许用户在基于网页的互动环境中编写和执行 Python 代码。

本课程由讲师主导,提供线上或线下培训,旨在帮助初级数据科学家和IT专业人士学习使用 Google Colab 进行数据科学的基础知识。

培训结束后,学员将能够:

  • 设置并导航 Google Colab。
  • 编写并执行基础的 Python 代码。
  • 导入和处理数据集。
  • 使用 Python 库创建可视化图表。

课程形式

  • 互动式讲座与讨论。
  • 大量练习与实践。
  • 在实验环境中进行实际操作。

课程定制选项

  • 如需定制本课程,请联系我们安排。
Course Outline:

Google Colab 简介

  • Google Colab 概览
  • 设定 Google Colab
  • 浏览 Google Colab 介面

开始使用 Google Colab

  • 创建和管理 Notebook
  • 基本操作
  • 使用 Markdown 进行 Documentation

Python Programming 简介

  • Python 基础
  • 控制结构
  • 函数和模组

在 Google Colab 中使用函式库

  • 常用函式库简介
  • 安装和导入函式库

导入和处理数据集

  • 将数据载入 Google Colab
  • 基本数据处理

Data Visualization

  • Data Visualization 简介
  • 使用 Matplotlib 创建图表

协作功能

  • 在 Google Colab 中协作
  • 即时 Collaboration

提示与最佳实践

  • 高效使用 Google Colab
  • Data Science 专案中的最佳实践

总结与下一步

Sites Published:

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