Gaussian Mixture Models
Serrano.Academy
@serranoacademyAbout
Welcome to Serrano.Academy! I'm Luis Serrano and I love demystifying concepts, capturing their essence, and sharing these videos with you. I prefer illustrations, analogies, and cartoons, rather than formulas (although we don't shy away from the math when needed). The topics I have are machine learning, mathematics (probability and statistics), but I'm open to many others. If you have any topics you'd like to suggest, feel free to add them in the comments or drop me a line! For more information, check out http://serrano.academy. And also check out my book! Grokking Machine Learning http://manning.com/books/grokking-machine-learning (40% discount code: serranoyt)
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Video Description
Covariance matrix video: https://youtu.be/WBlnwvjfMtQ Clustering video: https://youtu.be/QXOkPvFM6NU A friendly description of Gaussian mixture models, a very useful soft clustering method. Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML 40% discount code: serranoyt 0:00 Introduction 0:13 Clustering applications 1:56 Hard clustering - soft clustering 3:36 Step 1: Colouring points 6:10 Step 2: Fitting a Gaussian 10:33 Gaussian Mixture Models (GMM)
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