Course Code: colabds
Duration: 14 hours
Prerequisites:
  • 無需事先具備編程經驗

目標受眾

  • 數據科學家
  • IT專業人士
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 簡介

  • Google Colab 概覽
  • 設定 Google Colab
  • 瀏覽 Google Colab 介面

開始使用 Google Colab

  • 創建和管理 Notebook
  • 基本操作
  • 使用 Markdown 進行 Documentation

Python Programming 簡介

  • Python 基礎
  • 控制結構
  • 函數和模組

在 Google Colab 中使用函式庫

  • 常用函式庫簡介
  • 安裝和導入函式庫

導入和處理數據集

  • 將數據載入 Google Colab
  • 基本數據處理

Data Visualization

  • Data Visualization 簡介
  • 使用 Matplotlib 創建圖表

協作功能

  • 在 Google Colab 中協作
  • 即時 Collaboration

提示與最佳實踐

  • 高效使用 Google Colab
  • Data Science 專案中的最佳實踐

總結與下一步

Sites Published:

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