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Data Science and Machine Learning (Theory and Projects) A to Z - Probability Model: Probability Models Conditional Indep

Data Science and Machine Learning (Theory and Projects) A to Z - Probability Model: Probability Models Conditional Indep

Assessment

Interactive Video

Information Technology (IT), Architecture

University

Practice Problem

Hard

Created by

Wayground Content

FREE Resource

The video tutorial explains the concept of conditional independence using a coin experiment. Two coins are in a box: one fair and one fake with heads on both sides. Events A and B are defined as the outcomes of two coin tosses, and event C is picking the fair coin. The tutorial calculates the probabilities of these events and demonstrates that A and B are conditionally independent given C, but not independent without this condition. The video provides a detailed walkthrough of probability calculations to illustrate these concepts.

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3 questions

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1.

OPEN ENDED QUESTION

3 mins • 1 pt

Describe the process of calculating the probability of event A regardless of the coin chosen.

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2.

OPEN ENDED QUESTION

3 mins • 1 pt

What is the final conclusion about the independence of events A and B after conditioning on C?

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3.

OPEN ENDED QUESTION

3 mins • 1 pt

How can you apply the concepts from this example to other probability scenarios?

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