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Theory of Machine Learning
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Classroom Contents
K-Means Clustering - Theory, Algorithm, Implementation, Scaling
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- 1 Intro
- 2 Theory of Machine Learning
- 3 Colab Notebook exploration of K-Means Algorithm
- 4 Distance Metrics
- 5 Creating K-Means Pipeline
- 6 Elbow Plots
- 7 Silhouette Plots
- 8 Running K-Means Serial Simulation
- 9 Running K-Means Parallel Simulation
- 10 Spinning up Huge Cloud9 128 GB Ram 32 vCPU Instance
- 11 Running massively parallel K-Means
