- 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
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。
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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