Curriculum
Course: Exploratory Data Analysis
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Curriculum

Exploratory Data Analysis

Introduction to Exploratory Data Analysis

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Python EDA Tools : Numpy

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Python EDA Tools: Pandas

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Data Pre-processing using Pandas and Numpy

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Data Cleaning Case Study: WHO Life Expenctancy Dataset

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Data Analysis Case Study 1: Analysing Amazon Sales Data

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Data Analysis Case Study 2: Global Terrorism Analysis

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Data Analysis Case Study 3: Hotels Booking Analysis

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Case Study Projects

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Video lesson

NumPy Recording

00:00 Introduction to Numpy

00:57 Outline Recap

09:20 Installing Numpy

14:25 Numpy Arrays

16:17 Creating Numpy Arrays

18:14 Properties of Numpy Arrays

19:15 Creating Numpy Arrays

20:04 Indexing and Slicing Numpy Arrays

22:14 Numpy Mathematical Operation

28:52 Numpy Class Practise: Class Practise Objectives

41:11 Numpy Class Practise: Creating Numpy Arrays

53:15 Numpy Class Practise: Properties of Numpy Array

01:13:51 Numpy Class Practise: Creating Numpy Arrays

01:33:47 Numpy Class Practise: Indexing and Slicing Arrays

01:46:55 Numpy Class Practise: Mathematical and Statistical operations of ndarrays

01:54:55 Numpy Class Practise: Reshaping and Transposing Ndarrays