Level 2: Pandas Foundations | From Data Profiling & Visualization
to Predictive Analytics & Intro to Machine Learning….
Math & Python Textbook Series 6
“Curiosity about mathematics,
the foundation of everything in the AI era.”
Two free downloadable files : Hands-On Data Analysis with Python
Efficient learning with Colab note files linked to this book.
Beginner-friendly Python code explained step-by-step.
FilesStart Instantly in Your Browser—No Setup!
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
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