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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
Format: eBook
Language:English
Published: [Place of publication not identified] Pragmatic AI Solutions 2022
Edition:[First edition]
Subjects:
Algorithms
Cluster Analysis / Computer Programs / Http://id.loc.gov/authorities/subjects/sh85027251
Machine Learning / Http://id.loc.gov/authorities/subjects/sh85079324
Algorithms / Http://id.loc.gov/authorities/subjects/sh85003487
Algorithmes
Algorithms / Aat
Algorithms / Fast / (ocolc)fst00805020
Apprentissage Automatique
Cluster Analysis / Computer Programs / Fast / (ocolc)fst00864977
Machine Learning / Fast / (ocolc)fst01004795
Online Access:
Collection: O'Reilly - Collection details see MPG.ReNa
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 video file (27 min.) sound, color

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