Session 42 - Non-Gaussian Probability Distributions | DSMP 2023

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