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Getting Started with Python Data Analysis

You're reading from   Getting Started with Python Data Analysis Learn to use powerful Python libraries for effective data processing and analysis

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Product type Paperback
Published in Nov 2015
Publisher
ISBN-13 9781785285110
Length 188 pages
Edition 1st Edition
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Toc

Table of Contents (10) Chapters Close

Preface 1. Introducing Data Analysis and Libraries FREE CHAPTER 2. NumPy Arrays and Vectorized Computation 3. Data Analysis with Pandas 4. Data Visualization 5. Time Series 6. Interacting with Databases 7. Data Analysis Application Examples 8. Machine Learning Models with scikit-learn Index

The scikit-learn modules for different models


The scikit-learn library is organized into submodules. Each submodule contains algorithms and helper methods for a certain class of machine learning models and approaches.

Here is a sample of those submodules, including some example models:

Submodule

Description

Example models

cluster

This is the unsupervised clustering

KMeans and Ward

decomposition

This is the dimensionality reduction

PCA and NMF

ensemble

This involves ensemble-based methods

AdaBoostClassifier,

AdaBoostRegressor,

RandomForestClassifier,

RandomForestRegressor

lda

This stands for latent discriminant analysis

LDA

linear_model

This is the generalized linear model

LinearRegression, LogisticRegression,

Lasso and Perceptron

mixture

This is the mixture model

GMM and VBGMM

naive_bayes

This involves supervised learning based on Bayes' theorem

BaseNB and BernoulliNB, GaussianNB

neighbors

These are k-nearest neighbors

KNeighborsClassifier, KNeighborsRegressor...

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