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TABLE OF CONTENTS15 sections

Foundation of Data Science

01Foundation of Data Science 02Data Science Foundations And Professional Context 03Data Science Life Cycle And Problem Formulation 04Mathematical Foundations For Data Science 05Probability And Statistical Reasoning 06Programming And Computational Thinking 07Data Sources Acquisition And Management 08Data Preparation And Feature Engineering 09Exploratory Data Analysis And Visualization 10Experimental Design And Causal Reasoning 11Foundations Of Machine Learning 12Model Evaluation Interpretation And Decision Analytics 13Data Engineering Cloud And Scalable Analytics 14Responsible Data Science Ethics And Governance 15Operationalization Strategy And Emerging Data Science

Chapter 1

Data Science Foundations And Professional Context

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