Python is a multi-paradigm programming language which has become the language of choice for data analysis, data visualisation and machine learning. This Data Analysis with Python course provides a concrete first step in learning data analysis.
DurationPython is a multi-paradigm programming language which has become the language of choice for data analysis, data visualisation and machine learning. This Data Analysis with Python course provides a concrete first step in learning data analysis.
Course Outline
Introduction to Data Analysis
What is data analysis
Why data analysis
Types of data analysis
Process flow of data analysis
Introduction to NumPy
Pandas & NumPy Intro
Numpy Arrays & Array Properties
Array Creation
Random Number Generation
Indexing & Slicing Arrays
Array Operations
Introduction to Pandas
Defining pandas library
Why do we need pandas library
Pandas data structure
Exploring the data of a DataFrame
Selecting data from DataFrame
Data cleaning in pandas DataFrame
Grouping and aggregation
Sorting and ranking
Adding row into DataFrame
Adding column into DataFrame
Dropping the row/column from DataFrame
Concatenating the dataframe
Merging/joining the dataframe
The merge() function
The join() function
Writing the DataFrame to external files.
Data Visualisation with Matplotlib
What is data visualisation
What is Matplotlib
Getting started with Matplotlib
Line plot using Matplotlib
Customising the plot
Some basic types of plots in matplotlib
Export the plot into a file
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