Ultimate Python Libraries for Data Analysis and Visualization

Banerjee, Abhinaba

  • 出版商: Orange Education Pvt Ltd
  • 出版日期: 2024-04-04
  • 售價: $1,520
  • 貴賓價: 9.5$1,444
  • 語言: 英文
  • 頁數: 266
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 8197081913
  • ISBN-13: 9788197081910
  • 相關分類: Python程式語言Data Science
  • 海外代購書籍(需單獨結帳)

商品描述

Test your Data Analysis skills to its fullest using Python and other no-code tools


Book Description

Ultimate Data Analysis and Visualization with Python is your comprehensive guide to mastering the intricacies of data analysis and visualization using Python. This book serves as your roadmap to unlocking the full potential of Python for extracting insights from data using Pandas, NumPy, Matplotlib, Seaborn, and Julius AI. Starting with the fundamentals of data acquisition, you'll learn essential techniques for gathering and preparing data for analysis. From there, you'll dive into exploratory data analysis, uncovering patterns and relationships hidden within your datasets.


Through step-by-step tutorials, you'll gain proficiency in statistical analysis, time series forecasting, and signal processing, equipping you with the tools to extract actionable insights from any dataset. What sets this book apart is its emphasis on real-world applications. With a series of hands-on projects, you'll apply your newfound skills to analyze diverse datasets spanning industries such as finance, healthcare, e-commerce, and more.


By the end of the book, you'll have the confidence and expertise to tackle any data analysis challenge with Python. To aid your journey, the book includes a handy Python cheat sheet in the appendix, serving as a quick reference guide for common functions and syntax.


Table of Contents

1. Introduction to Data Analysis and Data Visualization using Python

2. Data Acquisition

3. Data Cleaning and Preparation

4. Exploratory Data Analysis

5. Statistical Analysis

6. Time Series Analysis and Forecasting

7. Signal Processing

8. Analyzing Real-World Data Sets using Python

APPENDIX A Python Cheat Sheet

Index

商品描述(中文翻譯)

使用Python和其他無需編碼工具充分測試您的數據分析技能

書籍描述

《Python數據分析與可視化的終極指南》是您全面掌握使用Python進行數據分析和可視化的指南。本書將引導您發掘Python在使用Pandas、NumPy、Matplotlib、Seaborn和Julius AI進行數據提取方面的全部潛力。從數據獲取的基礎知識開始,您將學習收集和準備數據的基本技巧。然後,您將深入進行探索性數據分析,揭示數據集中隱藏的模式和關係。

通過逐步教程,您將熟練掌握統計分析、時間序列預測和信號處理等技術,為您提供從任何數據集中提取可行洞察的工具。本書的獨特之處在於強調實際應用。通過一系列實踐項目,您將應用新獲得的技能分析涵蓋金融、醫療保健、電子商務等行業的多樣數據集。

通過閱讀本書,您將具備使用Python應對任何數據分析挑戰的信心和專業知識。為了幫助您的學習,本書附錄中還包含了一份Python速查表,作為常用函數和語法的快速參考指南。

目錄

1. Python數據分析和可視化簡介
2. 數據獲取
3. 數據清理和準備
4. 探索性數據分析
5. 統計分析
6. 時間序列分析和預測
7. 信號處理
8. 使用Python分析真實世界數據集
附錄A Python速查表
索引