Udemy - Intro to Probability Distributions

Intro to Probability Distributions
https://WebToolTip.com
Published 7/2025
Created by Slava Razbash
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Level: Beginner | Genre: eLearning | Language: English | Duration: 12 Lectures ( 1h 7m ) | Size: 402 MB
A gentle intro to probability distributions, extreme values, and outliers. Learn from an experienced data scientist.
What you'll learn
Understand the concept of a probability distribution
Understand how empirical simulations can converge to theoretical distribution
Unerstand why the Normal distribution is used in so many places, where it is appropriate, and where it may not be appropriate.
Understand the concept of "fat tailed" distributions and why they can generate extreme values
Critically evaluate whether "outliers" are actually outliers and whether or not they should be removed
Be familiar with specific terms used in describing data
Requirements
An understanding of the basics of probability theory.
Understand the notation of probability theory.