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Data Science with Python (Numpy & Pandas, Matplotlib)

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Course curriculum

  • 1

    Introduction : Python for Data Science

    • Introduction : Python for Data Science

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    • Introduction to Data Science with Python -Getting Started with Numpy

  • 2

    Section-A Getting started wIth Numpy

    • Chapter 1 ) Numpy Built in Functions -Arrray , Arange , Linspace , Zeros,Ones and Eye

    • Chapter 2: Methods of Random Numbers in Numpy

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    • Chapter-3 Numpy Indexing and Selection Methods

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    • Chapter-4 Universal Functions in Numpy

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  • 3

    Section-B Getting Started with Pandas

    • Introduction to Pandas in Python

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    • Create Data Frame (data , index , column name) (df=pd.DataFrame)

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    • Conditional Selection

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    • Missing Data and Groupby

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    • Data Frames - Concatenation and Merge

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    • Input Operations on Excel , CSV and HTML Files

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    • Pandas Exercise on Kaggle Dataset SF Salaries

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  • 4

    Section-c Matplotlib

    • Visualisation with Matplotlib

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    • Subplots using Object Oriented Method

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    • Summer Research Project Guidelines - Business Analytics

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    • Setting Lines , Line Width ,Line Style, Markers and Plot Range in Matplotlib

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    • Matplotlib Exercise

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