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Descrição do livro

Data Analysis with Python

Level 2: Pandas Foundations From Data Profiling & Visualization
to Predictive Analytics & Intro to Machine Learning....

Math & Python Textbook Series
"Curiosity about mathematics,
the foundation of everything in the AI era."

Two free Google Colab notebooks included — start instantly in your browser, no setup required.

  • Chapter-linked notebooks for hands-on practice
  • Python syntax reference notebook
  • Beginner-friendly code, explained step by step



This book uses a fixed layout. Please use it on a large screen such as a PC or tablet.

Contents

Chapter 1 What Is Data Analysis?

Chapter 2 Preparing Python for Data Analysis

Chapter 3 Observing Your Data

Chapter 4 Tidying Your Data

Chapter 5 Handling Missing Values and Outliers

Chapter 6 Summarizing Data with Aggregation

Chapter 7 Visualizing Your Data

Chapter 8 Reading Distributions

Chapter 9 Analyzing Relationships Between Two Variables

Chapter 10 Comparing Data by Category

Chapter 11 Analyzing Time Series Data

Chapter 12 First Steps in Predicting from Data

Chapter 13 Getting Started with Machine Learning

Chapter 14 Classifying Data

Chapter 15 Writing an Analysis Report

Chapter 16 A Hands-On Data Analysis Project

Appendix 1 Python Basics

Número de páginas :190
Encadernação Data Analysis with Python - Level 2 (English Edition):Kindle
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