K-means clustering theory algorithm implementation and scaling

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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Detalles Bibliográficos
Autor Corporativo: Pragmatic AI Solutions (Firm), publisher. ) (publisher )
Otros Autores: Gift, Noah, presenter (presenter)
Formato: Video
Idioma:Inglés
Publicado: [Place of publication not identified] : Pragmatic AI Solutions [2022]
Edición:[First edition]
Materias:
Cluster analysis > Computer programs.
Algorithms.
Machine learning.
Ver en Biblioteca Universitat Ramon Llull:https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009820356106719
Descripción
Sumario: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.
Descripción Física:1 online resource (1 video file (27 min.)) : sound, color

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