Duration
1 days
What you'll learn
- Fundamental stuff of Python and OOP
- What is the Data Science and Data Literacy
- Fundamental stuff of Numpy and Pandas library
- What is Data Visualization
- What is Matplotlib
- Pyplot – Pylab - Matplotlib
- Figure, Subplot, Multiplot, Axes,
- What is Seaborn
- What is Geoplotlib
- Python Programming
- Learn how to use NumPy, Pandas, Seaborn , Matplotlib , Machine Learning, and more!
Course Outline
- 1. Introduction to Data Visualization with Python
- Introduction to Data Visualization with Python
- 2. Fundamentals of Python 3
- Data Types in Python
- Operators in Python
- Conditionals in Python
- Loops in Python
- Lists, Tuples, Dictionaries and Sets in pyhton
- Data Type Operators and Methods in Python
- Modules in Python
- Functions in Python
- 3. Object Oriented Programming (OOP)
- Logic of Object Oriented Programming
- Constructor in Object Oriented Programming (OOP)
- Methods in Object Oriented Programming (OOP)
- Inheritance in Object Oriented Programming (OOP)
- Overriding and Overloading in Object Oriented Programming (OOP)
- 4. Fundamentals of Data Science
- What is Data Science
- Data Literacy
- What is Numpy?
- Why Numpy?
- Array and features in Python Numpy
- Array’s Operators in Python Numpy
- Numpy Functions in Python Numpy
- Indexing and Slicing in Python Numpy
- Numpy Exercises in Python Numpy
- What is Pandas?
- Series and Features in Pandas
- Data Frame attributes and Methods in Pandas
- Groupby Operations in Pandas
- Combining DataFrames I in Pandas
- Combining DataFrames II in Pandas
- Work with CSV Files in Pandas
- 5. Matplotlib
- What is Matplotlib
- Using Pyplot
- Pyplot – Pylab - Matplotlib
- Figure, Subplot and Axes
- Figure Customization
- Plot Customization
- Grid, Spines, Ticks
- Basic Plots in Matplotlib
- 6. Seaborn
- What is Seaborn?
- Controlling Figure Aesthetics in Seaborn
- Example in Seaborn
- Color Palettes in Seaborn
- Basic Plots in Seaborn
- Multi-Plots in Seaborn
- Regression Plots and Squarify in Seaborn
- 7. Geoplotlib
- What is Geoplotlib?
- Examples
Programme scope, delivery arrangements and suitability are confirmed during enquiry.