Understanding Multivariate Gaussian Distribution | Machine Learning Fundamentals

Understanding Multivariate Gaussian Distribution | Machine Learning Fundamentals

Dec 17, 2020
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#gaussiandistribution #machinelearning #statistics In this video, we will understand the intuition and maths behind the Multivariate Gaussian/Normal Distribution. We will be doing a walkthrough from Stanford CS229 course document. ⏩ OUTLINE: 0:00 - Introduction and Formula breakdown 2:35 - Relationship between Multivariate Gaussians and Univariate Gaussians 6:00 - Covariance Matrix 8:38 - Diagonal Covariance Matrix 11:10 - Shape of Isocontours 12:35 - Heatmap density view ⏩ Document: http://cs229.stanford.edu/section/gaussians.pdf ⏩ Organisation: Stanford University ********************************************* ⏩ Youtube - https://youtube.com/channel/UCoz8NrwgL7U9535VNc0mRPA ⏩ Blog - https://prakhartechviz.blogspot.com ⏩ LinkedIn - https://linkedin.com/in/prakhar21 ⏩ Medium - https://medium.com/@prakhar.mishra ⏩ GitHub - https://github.com/prakhar21 ********************************************* Please feel free to share out the content and subscribe to my channel :) ⏩ Subscribe - https://youtube.com/channel/UCoz8NrwgL7U9535VNc0mRPA?sub_confirmation=1 Tools I use for making videos :) ⏩ iPad - https://tinyurl.com/y39p6pwc ⏩ Apple Pencil - https://tinyurl.com/y5rk8txn ⏩ GoodNotes - https://tinyurl.com/y627cfsa #techviz #datascienceguy #ml #stats #distribution #multivariategaussian #gaussian

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