Continuous Variables

The videos below cover the material on Continuous Variables from Chapter 3 of the book. See here for the full YouTube playlist. Click on the titles to download the slides.

Overview

Mathematical definition

Cumulative distribution function

Probability density

Functions of random variables

Nonparametric density estimation

Exponential distribution

Gaussian distribution

Maximum likelihood

Inverse transform sampling

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    • Continuous Variables
    • Multiple Discrete Variables
    • Multiple Continuous Variables
    • Discrete and Continuous
    • Averaging
    • Correlation
    • Estimation of Population Parameters
    • Hypothesis Testing
    • PCA and Low-Rank Models
    • Regression and Classification
  • Solutions

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