Course Code: pythondatavisualization
Duration: 14 hours
Prerequisites:
  • 對數據科學概念的理解
  • Python 程式設計經驗

觀眾

  • 數據分析師
  • 數據科學家
Overview:

數據可視化是將數據轉換為圖形和視覺表示以分析模式或趨勢的做法。本課程重點介紹如何使用 Python 創建數據可視化,並獲得常見用例的實用見解。

這種以講師為主導的現場培訓(現場或遠端)針對希望使用Python直接從代碼構建互動式數據可視化的數據分析師和數據科學家。

在培訓結束時,參與者將能夠:

  • 設置必要的開發環境,開始使用 Python 創建資料可視化。
  • 了解數據可視化核心概念、用例和工具。
  • 探索 Python 中可用的不同庫(Matplotlib、Seaborn、Bokeh 和 Folium)。
  • 瞭解如何使用 Python 創建折線圖、統計圖形、地理空間和其他複雜數據可視化。
  • 了解呈現和解釋數據的最佳實踐和技術。

課程形式

  • 互動講座和討論。
  • 大量的練習和練習。
  • 在現場實驗室環境中實際實施。

課程定製選項

  • 如需申請此課程的定製培訓,請聯繫我們進行安排。
Course Outline:

介紹

  • 數據可視化核心概念概述
  • 可視化技術和工具

開始

  • 安裝 Python 庫(Matplotlib、Seaborn、Bokeh 和 Folium)
  • 使用案例和實際範例

使用 Matplotlib 建立線圖和圖形

  • 創建基本線圖
  • 添加樣式、軸和標籤
  • 合併多個繪圖
  • 創建條形圖、餅圖和直方圖

使用 Seaborn 構建複雜的可視化效果

  • 可視化 Pandas DataFrame
  • 繪製柱線和聚合
  • 實現 KDE、Box 和 Violin 繪圖
  • 分析統計分佈

使可視化與散景交互

  • 使用基本字形進行繪圖
  • 為多個視覺化效果創建佈局
  • 樣式和視覺屬性
  • 新增互動性(互動式圖例、懸停操作和小組件)
  • 實現連結選擇

使用Folium視覺化地理空間數據

  • 繪製互動式地圖
  • 使用圖層和圖塊
  • 添加標記和路徑

故障排除

摘要和後續步驟

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