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K-means clustering theory algorithm implementation and scaling /

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...

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Bibliographic Details
Main Authors: Deza, Alfredo (Author), Gift, Noah (Author)
Corporate Author: Safari, an O'Reilly Media Company
Format: eBook
Language:English
Published: Pragmatic AI Solutions, 2022.
Edition:1st edition
Subjects:
Electronic videos.
Online Access:Connect to this electronic resource
Description
Summary: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
Physical Description:1 online resource (1 video file, approximately 26 min.)
Format:Mode of access: World Wide Web.