Deep Dive into Numpy and Pandas

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.