**Tutorials, examples, collections, and everything else that falls into the categories: pattern classification, machine learning, and data mining.**
Sections
- Machine learning and pattern classification with scikit-learn
- Pre-Processing
- Parameter Estimation
- Statistical Pattern Classification Examples
- Resources
Machine learning and pattern classification with scikit-learn
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Entry Point: Data - Using Python's sci-packages to prepare data for Machine Learning tasks and other data analyses [IPython nb]
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An Introduction to simple linear supervised classification using
scikit-learn
[IPython nb] -
Streamline your cross-validation workflow - scikit-learn's Pipeline in action [IPython nb]
Pre-processing
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Scaling and Normalization
- About Feature Scaling: Standardization and Min-Max-Scaling (Normalization) [IPython nb]
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Feature Selection
- Sequential Feature Selection Algorithms [IPython nb]
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Dimensionality Reduction
- Principal Component Analysis (PCA) [IPython nb]
- Linear Discriminant Analysis (LDA) [IPython nb]
Parameter Estimation
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Parametric Techniques
- Introduction to the Maximum Likelihood Estimate (MLE) [IPython nb]
- How to calculate Maximum Likelihood Estimates (MLE) for different distributions [IPython nb]
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Non-Parametric Techniques
- Kernel density estimation via the Parzen-window technique [IPython nb]
- The K-Nearest Neighbor (KNN) technique
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Regression Analysis
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Linear Regression
- Least-Squares fit [IPython nb]
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Non-Linear Regression
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Statistical Pattern Classification Examples
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Supervised Learning
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Parametric Techniques
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Univariate Normal Density
- Ex1: 2-classes, equal variances, equal priors [IPython nb]
- Ex2: 2-classes, different variances, equal priors [IPython nb]
- Ex3: 2-classes, equal variances, different priors [IPython nb]
- Ex4: 2-classes, different variances, different priors, loss function [IPython nb]
- Ex5: 2-classes, different variances, equal priors, loss function, cauchy distr. [IPython nb]
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Multivariate Normal Density
- Ex5: 2-classes, different variances, equal priors, loss function [IPython nb]
- Ex7: 2-classes, equal variances, equal priors [IPython nb]
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Non-Parametric Techniques
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