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Udemy - Intro to Probability Distributions

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Udemy - Intro to Probability Distributions (Size: 402 MB)
  1 -Additional Definitions.mp4 14.3 MB
  1 -Continuous Probability Distributions Part 1.mp4 31.4 MB
  1 -Discrete Probability Distributions Part 1.mp4 16.3 MB
  1 -Extreme Values and Outliers.mp4 44.7 MB
  1 -Prerequisites.mp4 16 MB
  1 -Probability Theory Basics Course.url 102.4 B
  2 -Continuous Probability Distributions Part 2.mp4 33.8 MB
  2 -Discrete Probability Distributions Part 2.mp4 22 MB
  2 -More on Extreme Values.mp4 8.6 MB
  2 -Probability Theory Basics.url 102.4 B
  2 -Where to find the Probability Theory Basics Course.mp4 3.1 MB
  3 -Continuous Probability Distributions Part 3.mp4 106.3 MB
  3 -Course Overview.mp4 104 MB
  3 -Even more on Extreme Values.mp4 1.7 MB
  Bonus Resources.txt 102.4 B
  Get Bonus Downloads Here.url 204.8 B
  ▲ 16 total files

Description


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.

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