Python machine learning : unlock deeper insights into machine learning with this vital guide to cutting-edge predictive analytics 9781783555130, 1783555130

Machine learning and predictive analytics are transforming the way businesses and other organizations operate. Being abl

1,707 308 23MB

English Pages 425 Year 2015

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Python machine learning : unlock deeper insights into machine learning with this vital guide to cutting-edge predictive analytics 9781783555130, 1783555130

Table of contents :
Content: Giving computers the ability to learn from data --
Training machine learning algorithms for classification --
A tour of machine learning classifiers using Scikit-learn --
Building good training sets : data preprocessing --
Compressing data via dimensionality reduction --
Learning best practices for model evaluation and hyperparameter tuning --
Combining different models for ensemble learning --
Applying machine learning to sentiment analysis --
Embedding a machine learning model into a web application --
Predicting continuous target variables with regression analysis --
Working with unlabeled data : clustering analysis --
Training artificial neural networks for image recognition --
Parallelizing neural network training with Theano.

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