Probability Distributions MIT OpenCourseWare

Lecture 03: Random Variables, Distributions, and Joint Distributions

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Find in video from 09:06Probability Distribution

Lecture 02: Fundamentals of Probability

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Find in video from 1:04:11Central Limit Theorem

3. Probability Theory

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1:21:25

Lecture 4: Linear Algebra (cont.); Probability Theory

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1:07:59

Lecture 18: Probability

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1:18:52

Lecture 08: Moments of Distribution

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Find in video from 02:01Probability Density Function

L08.2 Probability Density Functions

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1:20:15

Lecture 07: Functions of Random Variables

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Find in video from 02:30Assigning Probabilities to Whole Sets

L01.4 Probability Axioms

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L02.8 Bayes' Rule

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Lecture 5: Probability Theory (cont.); Stochastic Processes I

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10:36

Find in video from 0:00Introduction to Multinomial Probabilities

L04.9 Multinomial Probabilities

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11:05

Find in video from 00:01Introduction to Probability Axioms

L01.5 Simple Properties of Probabilities

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Find in video from 01:00Key Steps in Probability Theory

L01.1 Lecture Overview

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48:53

Find in video from 05:18Probability Distribution

10. Continuous Bayes' Rule; Derived Distributions

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Find in video from 02:00Convergence in Probability

L18.6 Convergence in Probability

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10:21

Find in video from 0:00Introduction to Probability Mass Functions

L05.3 Probability Mass Functions

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Find in video from 00:02Introduction to Conditional Probabilities

L02.2 Conditional Probabilities

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Lecture 19: Conditional Probability

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10:16

L06.7 Joint PMFs and the Expected Value Rule

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6:38

Find in video from 0:00Introduction to Binomial Probabilities

L04.5 Binomial Probabilities

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59:17

Find in video from 06:30Calculating Probabilities of Certain Distributions

Lecture 06: Joint, Marginal, and Conditional Distributions

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51:55

Find in video from 02:23Cumulative Distribution Function

11. Derived Distributions (ctd.); Covariance

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L12.5 Covariance

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Find in video from 02:03Basic Probability Definition

Conditional Probability

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12:48

Find in video from 0:00Introduction to Cumulative Distribution Functions

L08.7 Cumulative Distribution Functions

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50:35

Find in video from 00:55Overview of Probability Theory

5. Discrete Random Variables I

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1:08:46

Lecture 05: Summarizing and Describing Data

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Find in video from 02:16Generalizing Probability Calculations

L12.2 The Sum of Independent Discrete Random Variables

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Find in video from 00:16Introduction to Probability and Expectation

Lecture 09: Expectation, Variance, and Introduction to Regression

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