k-means clustering theory algorithm implementation scaling

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United States Pragmatic AI Labs
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17,700
Published on ● Video Link: https://www.youtube.com/watch?v=keQ6B9VtfXg


Duration: 25:59
274 views
5

Learn to use K-Means clustering from theory to implementation

00:00 Intro
00:47 Theory of Machine Learning
05:00 Colab Notebook exploration of K-Means Algorithm
06:00 Distance Metrics
08:00 Creating K-Means Pipeline
12:00 Elbow Plots
14:00 Silhouette Plots
17:00 Running K-Means Serial Simulation
18:34 Running K-Means Parallel Simulation
20:00 Spinning up Huge Cloud9 128 GB Ram 32 vCPU Instance
23:00 Running massively parallel K-Means

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