Session 41 - Normal Distribution | DSMP 2023
Channel: CampusX
Date: 2023-03-21

Code - https://colab.research.google.com/drive/1N_T0_w5vpT1k1Z4pSf4IMhAxYT1nRKLU?usp=sharing

Viz tool - https://samp-suman-normal-dist-visualize-app-lkntug.streamlit.app/

Z-table - https://www.ztable.net/

Session 41 Notebook PDF : https://drive.google.com/file/d/11V7c5D80UDteolb_DVgS0em72pfMB-i0/view?usp=share_link
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Session-38 Notebook:  https://drive.google.com/file/d/1da0Wj1KyUxLtGVnFcPTpgWvKQsWjZly-/view?usp=share_link

Session-39 Notebook: https://drive.google.com/file/d/1edN9LSbMP3lPh4YMem4n9K0Y6lSeFaP1/view?usp=share_link

Session-40 Notebook: https://drive.google.com/file/d/1FQ65CTmMLK-PYZ6NT9txGcGmJHobtNYl/view?usp=share_link
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Enroll in this Programme from our Website - https://learnwith.campusx.in/

Course Website Link - https://campusx1040.graphy.com/s/preview/courses/CampusX-Data-Science-Mentorship-Program#6376dbd8e4b065a4cadac4db

YouTube Playlist - https://www.youtube.com/playlist?list=PLKnIA16_RmvbAlyx4_rdtR66B7EHX5k3z
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| **Chapters** |
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00:00:00 - Session start

*📝Extension of the previous session*
00:04:53 - Recap of previous Statistics sessions
00:08:22 - How to use PDF in Data Science?
00:31:03 - 2D Density plots

*📝Normal Distribution*
00:37:15 - What is Normal distribution?
00:42:28 - Why is it so important?
00:44:18 - Equation & Parameters of Normal Distribution
00:51:04 - Intuition about the equation

*📝Standard Normal Variate*
00:58:42 - What is Standard Normal Variate?
01:02:38 - How to transform Normal Distribution to Standard Normal Variate?
01:10:40 - Why is it important & what are Z-Tables?
01:22:20 - Empirical rule

*📝Properties of Normal Distribution*
01:28:36 - Symmetricity
01:29:17 - Measures of Central Tendencies
01:29:42 - Empirical rule
01:32:05 - The area under the curve

*📝Skewness*
01:33:20 - What is Skewness?
01:38:48 - How is skewness calculated?
01:40:24 - Python example & interpretation

*📝Other important topics*
01:44:45 - CDF of Normal Distribution
01:49:51 - Use of Normal Distribution in Data-Science

01:55:20 - Discussion & Session end



 #datanalytics  #Stats #statistics #SQL #descriptivestatistics #campusx #dsmp2023