Intermediate
94 Lessons
16h
Certificate of Completion
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This course includes
This course includes
Course Overview
Pandas is an easy-to-use and performant Python library for data manipulation and analysis. It is an important toolkit in a world where the volume of data created and captured is growing exponentially. In this course, you’ll discover an in-depth exploration of the pandas library. The course covers advanced techniques to reshape data, manipulate data, and handle various data types. You will also learn how to use less conventional pandas features to streamline workflows, while also leveraging extended pandas...Show More
TAKEAWAY SKILLS
Python
Data Manipulation
Data Plotting
Data Extraction
Data Statistics
Data Science
Analysis Tools
Python 3
Data Collection
Data Cleaning
Data Visualisation
Data Analysis
Data Types
Python Programming
Polars
Time Series Analysis
Data Storytelling
What You'll Learn
Understanding of pandas’ extensive capabilities in reading data from different sources
Working knowledge of how to effectively handle different types of data in pandas
Hands-on experience using data reshaping and manipulation techniques in pandas
Ability to leverage extended pandas libraries for advanced capabilities in handling and analyzing data
Familiarity with less conventional yet useful features of pandas
Knowledge of efficiency boosting techniques
What You'll Learn
Understanding of pandas’ extensive capabilities in reading data from different sources
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Course Content
Before We Begin
Reading Data into pandas
Combining Data
Reshaping and Manipulating Data
Encoding Data Types
Handling Numerical Data
10 Lessons
Handling Categorical Data
6 Lessons
Handling Text Data
7 Lessons
Handling Time Series Data
17 Lessons
Handling Sparse Data Structures
2 Lessons
Handling Missing Data
4 Lessons
Leveraging Further Features of pandas
6 Lessons
Utilizing Extended Libraries
5 Lessons
Wrap Up
1 Lesson
Appendix
5 Lessons
Course Author
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Anthony Walker
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Emma Bostian 🐞
@EmmaBostian
Evan Dunbar
ML Engineer
Carlos Matias La Borde
Software Developer
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Eric Downs
Musician/Entrepeneur
Kenan Eyvazov
DevOps Engineer
Anthony Walker
@_webarchitect_
Emma Bostian 🐞
@EmmaBostian
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