CampusX Data Science Mentorship Program 2022-23 - Session 43 - Central Limit Theorem | DSMP 2023

5.0 (0)

6 learners

What you'll learn

This course includes

365.3 hours of video
Certificate of completion
Access on mobile and TV

Summary

Keywords

Education Engineering Campus Placement Skills Machine Learning Software Web Development Profile Building

Full Transcript

Code - https://colab.research.google.com/drive/1W--4mte3uaDD8rReLAt4OWEoLXrb5Ij7?usp=sharing https://www.kaggle.com/campusx/titanic-clt Z-table - https://www.ztable.net/ Session 43 Notebook PDF : https://drive.google.com/file/d/14izghg0Aw5v3ed1rq9xEHZVcG_x0hMD-/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 00:03:21 - Agenda of this session 00:05:35 - Bernouli Distribution 00:15:31 - Binomial Distribution 00:22:42 - Solve some problems using binomial distribution 00:27:26 - PDF formula for binomial distribution 00:31:06 - Graph of PDF for the binomial distribution 00:33:36 - Binomial Distribution in Code 00:39:38 - Criteria of the Binomial Distribution 00:40:32 - Applications of Binomial Distribution in Data Science 00:45:35 - Sampling Distribution 00:54:32 - Why Sampling Distribution is important? 00:57:05 - Intuition of Central Limit Theorem (CLT) 01:06:57 - Central Limit Theorem in code 01:14:08 - Case Study 1 - Fare of Titanic Dataset 01:32:00 - Doubt clearance 01:37:51 - Assumptions of making samples 01:38:33 - Case Study 2 - What is the average income of Indians? 01:42:27 - Session end & Doubt clearance #datanalytics #Stats #statistics #SQL #descriptivestatistics #campusx #dsmp2023