- 无需事先具备编程经验
目标受众
- 数据科学家
- IT专业人士
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。
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
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