Feature Selection and Data Mining

WEBSITE: databookuw.com This lecture highlights the concepts of feature selection and feature engineering in the data mining process. The potential for accurate and interpretable clustering and classification are a result of good feature selection.

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Supervised versus Unsupervised Learning
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Supervised versus Unsupervised Learning

Unsupervised Learning: Mixture Models
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Unsupervised Learning: Mixture Models

Feature selection in machine learning | Full course
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Feature selection in machine learning | Full course

Data Analysis: Clustering and Classification (Lec. 1, part 1)
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Data Analysis: Clustering and Classification (Lec. 1, part 1)

Multi-Layer Networks and Activation Functions
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Multi-Layer Networks and Activation Functions

Optimization as the cornerstone of regression
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Optimization as the cornerstone of regression

Unsupervised Learning: Hierarchical Clustering and Dendrograms
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Unsupervised Learning: Hierarchical Clustering and Dendrograms

Naive Bayes, Clearly Explained!!!
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Naive Bayes, Clearly Explained!!!

Normalization Vs. Standardization (Feature Scaling in Machine Learning)
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Normalization Vs. Standardization (Feature Scaling in Machine Learning)

Model selection: Cross validation
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Model selection: Cross validation

Deep Convolutional Neural Networks
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Deep Convolutional Neural Networks

Why The Russian Accent Terrifies Everyone
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Why The Russian Accent Terrifies Everyone

Andrej Karpathy: From Vibe Coding to Agentic Engineering w/ Stephanie Zhan
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Andrej Karpathy: From Vibe Coding to Agentic Engineering w/ Stephanie Zhan

Unsupervised Learning: k-means Clustering
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Unsupervised Learning: k-means Clustering

Neural Networks: 1-Layer Networks
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Neural Networks: 1-Layer Networks

Time Delays for Model Discovery
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Time Delays for Model Discovery

All Major Feature Selection Methods in Machine Learning Explained
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All Major Feature Selection Methods in Machine Learning Explained

Feature Selection
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Feature Selection

Data Analysis: Clustering and Classification (Lec. 1, part 3)
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Data Analysis: Clustering and Classification (Lec. 1, part 3)

Supervised & Unsupervised Machine Learning
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Supervised & Unsupervised Machine Learning