Advanced Pandas

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Free Online Course: Advanced Pandas provided by LinkedIn Learning is a comprehensive online course, which lasts for 1-2 hours worth of material. The course is taught in English and is free of charge. Upon completion of the course, you can receive an e-certificate from LinkedIn Learning. Advanced Pandas is taught by Brett Vanderblock and Madecraft.

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