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Getting Started with Haskell Data Analysis
Descriptive Statistics
The Course Overview (2:38)
CSV Files (11:32)
Data Range (5:02)
Data Mean and Standard Deviation (6:51)
Data Median (5:43)
Data Mode (6:02)
SQLite3
SQLite3 Command Line (9:25)
Data Range (6:39)
Slices of Data (6:56)
SQLite3 and Descriptive Statistics (9:36)
Regular Expressions
Regular Expressions – Dot and Pipe (6:51)
SQLite3 and Descriptive Statistics (7:29)
Character Classes (7:40)
Regular Expressions in CSV files (6:15)
SQLite3 and Regular Expressions (6:40)
Visualizations
Line Plots of a Single Variable (8:37)
We need to visualize data. (6:54)
Publication – Ready Plots (7:22)
Feature Scaling (5:38)
Scatter Plots (5:49)
Kernel Density Estimation
What Is Normal Distribution? (10:26)
Kernel Density Estimation (6:41)
Application of the KDE (9:22)
Course Review
CSV Variations to SQLite3 (8:39)
SQLite3 SELECT and Descriptive Stats (6:18)
Visualizations (5:24)
KDE (11:51)
What Is Normal Distribution?
We discuss normal distribution.
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