Comprehensive Data Wrangling and Analysis with Pandas and Numpy
This advanced course synthesizes all previous concepts, focusing on intricate data wrangling, analysis, and transformation techniques using Pandas and Numpy. You'll learn to execute complex groupings, pivot table manipulations, and merging datasets for richer insights. The capstone project solidifies these skills, enabling you to conduct sophisticated data analysis tasks efficiently.
Lessons and practices
Passenger Fare Statistics on the Titanic
Detailed Titanic Statistics by Group
Analyze Titanic Data with Groupby
Analyzing Titanic Data with Groupby
Standard Scaling for the Age Column
Apply Min-Max Scaling to 'fare' Column
Standard Scaling of Titanic 'Fare' Column
Drop Irrelevant Columns from Titanic Dataset
Dropping Columns and Handling Missing Values
Encoding Categorical Data
Preprocess Titanic Data by Handling Missing Values and Scaling
Groupby Titanic Data by Class
Analyzing Survival Rates Among Different Age Groups
Analyzing Titanic's Fare Data
Complete the Titanic Data Analysis
Interested in this course? Learn and practice with Cosmo!
Practice is how you turn knowledge into actual skills.