demudu / python_learnbydoing

Python basics learning by doing

Python - Learning by Doing

Module 1 - Installing Python and Environment Setup

• There are many youtube videos out there to help you with the setup
• My Recommendations are: Anaconda Navigtor and Google Colab along with Github

Module 2 - Core Programming Principles

• Types of Variables
• Using Variables
• Boolean Variables and Operators
• The While Loop
• The For Loop
• The IF Statement
• Exercise

Module 3 - Fundamentals of Python

• Lists
• Using the [] brackets
• Slicing
• Tuples
• Functions
• Packages
• Numpy and Arrays
• Slicing Arrays
• Excercise

Module 4 - Matrices

• Matrices
• Building first matrix
• Dictionaries
• Matrix Operations
• Visualization
• First Function and Design
• Insights
• Exercise

Module 5 - Data Frames

• Importing data into Python
• Exploring dataset
• Renaming columns of data frame
• Subsetting dataframes
• Basic Operations with DF
• Filtering in DF
• Using .at() and .iat()
• Intro to Seaborn
• Visualizing with Seaborn
• Keywork Arguments in Python
• Exercise

Module 6 - Advanced Visualization

• Category Data Type
• JointPlots
• Histograms
• Stacked Histograms
• KDE Plot
• Subplots()
• Violinplots vs Boxplots
• Faced Grid
• Coordinates and Diagonals
• Building Dashboard in Python
• Styling Tips
• Finishing Touches
• Exercise

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