YoVDO

Advanced Pandas

Offered By: LinkedIn Learning

Tags

pandas Courses Data Analysis Courses Data Manipulation Courses String 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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