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Probability and Statistics: An Introductory Overview

Offered By: Steve Brunton via YouTube

Tags

Probability Courses Statistics & Probability Courses Data Science Courses Machine Learning Courses Central Limit Theorem Courses Probability Distributions Courses Expected Values Courses

Course Description

Overview

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Embark on a comprehensive journey through the fundamentals of probability and statistics in this introductory video. Explore the wide-ranging applications of probability, delve into the historical context of randomness and complexity, and gain clarity on the definitions of probability and statistics. Discover key concepts such as random variables, functions, distributions, expected value, standard deviation, and variance. Grasp the significance of the Central Limit Theorem and get a preview of statistical methods. Learn from expert insights, including references to Dr. John Quintanilla's inspiring lectures, in this 30-minute overview that sets the stage for an extensive course covering both introductory and advanced topics in probability and statistics.

Syllabus

Intro
Applications of Probability
Divination and the History of Randomness and Complexity
Randomness and Uncertainty?
Defining Probability and Statistics
Outline of Topics: Introduction
Random Variables, Functions, and Distributions
Expected Value, Standard Deviation, and Variance
Central Limit Theorem
Preview of Statistics


Taught by

Steve Brunton

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