Session 42 - Non-Gaussian Probability Distributions | DSMP 2023
Channel: CampusX
Date: 2023-03-24

Code - https://colab.research.google.com/drive/1Q2ug8BXogFqYY_6e04dmHk0Tn5_yfObo?usp=sharing

https://github.com/campusx-official/100-days-of-machine-learning/tree/main/day30-function-transformer

https://github.com/campusx-official/100-days-of-machine-learning/tree/main/day31-power-transformer

Session 42 Notebook PDF: https://drive.google.com/file/d/1sd4nz8PNsGc334ng86V8uKvJNqhWyRZ2/view?usp=share_link

============================
Do you want to learn from me?
Check my affordable mentorship program at : https://learnwith.campusx.in
============================

📱 Grow with us:
CampusX' LinkedIn: https://www.linkedin.com/company/campusx-official
CampusX on Instagram for daily tips: https://www.instagram.com/campusx.official
My LinkedIn: https://www.linkedin.com/in/nitish-singh-03412789
Discord: https://discord.gg/PsWu8R87Z8

👍If you find this video helpful, consider giving it a thumbs up and subscribing for more educational videos on data science!

💭Share your thoughts, experiences, or questions in the comments below. I love hearing from you!
------------------------------------------------------------------------------------------------------------------------------------------------
⌚Time Stamps⌚

00:00:00 - Session start
0:58 Recap of the Last session
4:37 Kurtosis
17:07 Practical Use case of Kurtosis
19:47 Excess Kurtosis and types of Kurtosis
24:45 How to find out if a given distribution is normal or not? 
27:00 Q-Q Plot - Quantile quantile Plot
35:37 How to interpret QQ plots
40:00 Uniform Distribution
52:51 Log-Normal Distribution
1:03:55 Pareto Distribution
1:20:28 Transformations
1:23:27 Mathematical Transformation
1:2843 Function Transformer
1:34:14 Log Transform
1:37:12 Reciprocal Transform / Square or sqrt Transform
1:39:37 Code part
1:54:14 Power Transformer
1:56:24 Box-Cox Transform
1:59:30 Yeo-Johnson Transformation
2:01:18 Code part