Course Code: pythoncolab
Duration: 14 hours
Prerequisites:
  • 无需编程经验
  • 具备基本的计算机操作知识
  • 熟悉网页浏览和简单的数学概念

受众

  • 开发者
  • 数据分析师
Overview:

Python 是一種多功能且廣泛使用的編程語言。Google Colab 是一個互動式的雲端平台,允許用戶通過瀏覽器編寫和執行 Python 代碼。它特別適用於機器學習、數據分析和教育。

這門由講師指導的培訓(線上或線下)面向希望從頭開始使用 Google Colab 學習 Python 編程的初級開發人員和數據分析師。

培訓結束後,參與者將能夠:

  • 了解 Python 編程語言的基礎知識。
  • 在 Google Colab 環境中實現 Python 代碼。
  • 使用控制結構來管理 Python 程序的流程。
  • 創建函數以有效組織和重用代碼。
  • 探索並使用 Python 編程的基本庫。

課程形式

  • 互動式講座和討論。
  • 大量的練習和實踐。
  • 在實時實驗室環境中進行動手實踐。

課程定制選項

  • 如需為此課程請求定制培訓,請聯繫我們進行安排。
Course Outline:

Python 和 Google Colab 简介

  • 设置 Google Colab
  • 理解 Python 编程环境
  • 编写并执行第一个 Python 脚本

变量与数据类型

  • 变量简介
  • Python 中的不同数据类型
  • 数字与字符串的操作

控制结构

  • 条件语句
  • 循环:for 和 while
  • 通过决策控制程序流程

函数与模块

  • 定义与调用函数
  • 变量的作用域与生命周期
  • 导入与使用模块

集合操作

  • 列表与元组
  • 字典与集合
  • 遍历集合

Python 中的基础库

  • 介绍 NumPy 和 Matplotlib 等库
  • 使用 Pandas 进行基础数据操作
  • 简单的数据可视化

最终项目

  • 将所学概念应用于小型项目
  • 编写与组织 Python 代码的最佳实践
  • 调试与问题排查

总结与下一步

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