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Serrano.Academy

Serrano.Academy

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Unsupervised ML

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Chapter 1 - Linear Models

3 Lessons

Hard Clustering: K-means and Hierarchical

The Covariance Matrix

Soft Clustering: Gaussian Mixture Models

Chapter 2 - Dimensionality Reduction

3 Lessons

Principal Component Analysis (PCA)

Singular Value Decomposition (SVD)

Unsupervised ML

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Chapter 2 - Dimensionality Reduction

SVD Lab

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In this lab, you’ll apply singular value decomposition (SVD) to compress an image of a heart.

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Supervised Learning

Unsupervised Learning

Large Language Models

Reinforcement Learning for LLMs

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Grokking Machine Learning Book

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