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TABLE OF CONTENTS16 sections

Python for Data Science

01Python for Data Science 02Python And The Data Science Ecosystem 03Python Syntax Variables And Control Flow 04Core Data Structures And Comprehensions 05Functions Modules And Object Oriented Programming 06Files Databases Apis And Data Acquisition 07Numerical Computing With Numpy 08Data Manipulation With Pandas 09Data Cleaning Transformation And Feature Engineering 10Exploratory Data Analysis And Statistical Reasoning 11Data Visualization And Analytical Communication 12Machine Learning With Python 13Model Evaluation Interpretation And Decision Support 14Software Quality Reproducibility And Collaboration 15Deployment Automation And Scalable Data Science 16Ethics Governance And Emerging Python Practice

Chapter 1

Python And The Data Science Ecosystem

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