Advanced Pandas

Offered By: LinkedIn Learning

Tags

pandas Courses Data Analysis Courses Data Visualization Courses Data Manipulation Courses

Course Description

Overview

Learn the advanced functions in pandas that can help you more effectively work with your data.

Syllabus

Introduction

Take pandas to the next level

1. From Beginner to Advanced pandas

Getting started with pandas
Intro to DataFrames using pandas
Top functions using pandas
Configuring options using pandas

2. Advanced Calculations

Data type conversions using pandas
Working with strings using pandas
Working with dates using pandas
Dealing with missing data using pandas
Apply/Map/Applymap

3. Transforming Dataframes

Groupby and aggregations using pandas
Reshaping dataframes (pivot, stack)
Merging (merge, join) and concatenating (concat) dataframes
Mapping variables into groups

4. Exploratory Data Analysis & Visualization

Plotting with pandas
Correlations and statistical functions

5. Beyond pandas

Accelerate EDA with pandas-Profiling
Explore Geographic data with Geopandas
Beyond pandas with Dask and Koalas (Spark)

Conclusion

Your path forward using advanced pandas functions

Taught by

Brett Vanderblock and Madecraft

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