Session 40 - Probability Distribution Functions - PDF, PMF & CDF | DSMP 2023

Published: 01 January 1970
on channel: CampusX

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Session 40 - Probability Distribution Functions - PDF, PMF & CDF | DSMP 2023-------------------------------------------------------------------------------------------------------------------------------------------------------
Code - https://colab.research.google.com/dri...

Session-38 Notebook: https://drive.google.com/file/d/1da0W...

Session-39 Notebook: https://drive.google.com/file/d/1edN9...

Session-40 Notebook: https://drive.google.com/file/d/1FQ65...
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Course Website Link - https://campusx1040.graphy.com/s/prev...

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| *Chapters* |
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00:00:00 - Session start
3:54 Plan of the session
4:37 Random Variables
8:18 Types of random Variables
10:50 Probability Distributions
17:24 Probability Distribution Functions
23:24 Types of Probability Distribution Function
33:06 Doubts

34:22 Probability Distribution Functions cont..
39:02 Probability Mass Function (PMF)
50:43 Doubt
52:02 Cumulative Distribution Function(CDF) of PMF
59:59 Doubt

1:01:13 Probability Density Function (PDF)
1:14:16 Doubt
11:18:22 Density Estimation
1:23:00 Parametric Density Estimation
1:36:16 Doubt
1:37:27 Non-Parametric Density Estimation (KDE)
1:40:40 Kernel Density Estimate(KDE)
1:56:07 Doubts
1:57:28 Cumulative Distribution Function(CDF) of PDF.
2:04:48 Doubt End session

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