CampusX Data Science Mentorship Program 2022-23 - Session 41 - Normal Distribution | DSMP 2023

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 -------------------------------------------------------------------------------------------------------------------------------------------------------------- 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 ------------------------------------------------------------------------------------------------------------------------------------------------------- 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 ------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------- | **Chapters** | ----------------------- 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