Meaning from Data Statistics Made Clear (TTC Video)

Prohibitive · May 19, 2022

Meaning from Data Statistics Made Clear (TTC Video)
General:Training

Size: 5.57 GB
Language: (English)

Videos: 640x480 - MP4 format

Audio: 96kb/s - 2chan Stereo - rate 44kHz

Description:

Meaning from data: Statistics Made Clear is your introduction to a vitally important subject in today's data-driven society. In 24 half-hour lectures, you will explore the principles and methods that underlie the study of statistics. You have probably heard such terms as mean, median, percentile, quartile, statistically significant, and bell curve, and you may have a rough idea of what they mean. This course sharpens your understanding of these and scores of other statistical concepts and shows how, properly used, they can extract meaning from data. These challenging yet accessible lectures assume no background in mathematics beyond basic algebra. While most introductory college statistics courses stress technical problem solving and plugging data into formulae, this course focuses on the logical foundations and underlying strategies of statistical reasoning, illustrated with plenty of examples. Professor Michael Starbird walks you through the most important equations, but his emphasis is on the role of statistics in daily life, giving you a broad overview of how statistical tools are employed in risk assessment, college admissions, drug testing, fraud investigation, and a host of other applications.

24 lectures - 30 minutes each, Plus a detailed 156 page PDF Course Guide included.

Lectures:

LECTURE 1 Describing Data and Inferring Meaning

LECTURE 2 Data and Distributions - Getting the Picture

LECTURE 3 Inference - How Close? How Confident?

LECTURE 4 Describing Dispersion or Measuring Spread

LECTURE 5 Models of Distributions - Shapely Families

LECTURE 6 The Bell Curve

LECTURE 7 Correlation and Regression - Moving Together

LECTURE 8 Probability - Workhorse for Inference

LECTURE 9 Samples - The Few, The Chosen

LECTURE 10 Hypothesis Testing - Innocent Until

LECTURE 11 Confidence Intervals - How Close? How Sure?

LECTURE 12 Design of Experiments - Thinking Ahead

LECTURE 13 Law - You are the Jury

LECTURE 14 Democracy and Arrow Impossibility Theorem

LECTURE 15 Election Problems and Engine Failure

LECTURE 16 Sports - Who is Best of All Time?

LECTURE 17 Risk-War and Insurance

LECTURE 18 Real Estate - Accounting for Value

LECTURE 19 Misleading, Distorting, and Lying

LECTURE 20 Social Science - Parsing Personalities

LECTURE 21 Quack Medicine, Good Hospitals, and Dieting

LECTURE 22 Economics - One Way to Find Fraud

LECTURE 23 Science - Mendels Too-Good Peas

LECTURE 24 Statistics Everywhere

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Meaning from Data Statistics Made Clear (TTC Video)

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