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Python for Data Science

Advance Diploma in Data Science

Explore Python for Data Science as part of Advance Diploma in Data Science. Read the syllabus and available chapters online.

Academic programmeAdvance Diploma in Data Science

LevelAdvance Diploma

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Python for Data ScienceSyllabus

Python And The Data Science EcosystemChapter 1

Python Syntax Variables And Control FlowChapter 2

Core Data Structures And ComprehensionsChapter 3

Functions Modules And Object Oriented ProgrammingChapter 4

Files Databases Apis And Data AcquisitionChapter 5

Numerical Computing With NumpyChapter 6

Data Manipulation With PandasChapter 7

Data Cleaning Transformation And Feature EngineeringChapter 8

Exploratory Data Analysis And Statistical ReasoningChapter 9

Data Visualization And Analytical CommunicationChapter 10

Machine Learning With PythonChapter 11

Model Evaluation Interpretation And Decision SupportChapter 12

Software Quality Reproducibility And CollaborationChapter 13

Deployment Automation And Scalable Data ScienceChapter 14

Ethics Governance And Emerging Python PracticeChapter 15