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Data Analysis & Visualization
Welcome
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Introduction
Data Analysis Intro
Statistical Thinking
Setup
NumPy and pandas
Inspecting data
Data visualization
Visualize
Seaborn.objects
Plots
Alternative plots
Customizing
Exploratory Data Analysis
Discretize
Transform
Subsetting
Transforming I
Case 1
Case 2
Exercises
Transforming II
Combine
Pivot
Pivot Table
Exercises
Misc.
Exercises
Billboard
MovieLens
Solutions
Transforming I
Transforming II
Billboard
MovieLens
Modelling
Model Basics
Model Building I
Model building II
Communicate
Ask
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Author
Sungkyun Cho
Published
September 1, 2024
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