AI TECHNIQUES AND TOOLS THROUGH PYTHON. SUPERVISED LEARNING: CLASSIFICATION METHODS, ENSEMBLE LEARNING AND NEURAL NETWORKS

AI TECHNIQUES AND TOOLS THROUGH PYTHON. SUPERVISED LEARNING: CLASSIFICATION METHODS, ENSEMBLE LEARNING AND NEURAL NETWORKS

ByF. M. Asensio

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Most of the supervised learning techniques for classification are developed throughout this book from a methodological point of view and from a practical point of view with applications through Python software. The following techniques are covered in depth: Nearest Neighbour (kNN), Support Vector Machine (SVM), Naive Bayes, Ensemble Methods, Bagging, Boosting, Voting, Stacking, Blending, Random Forest, Neural Networks, Multilayer Perceptron, Radial Basis Networks, Hopfield Networks, LSTM Networks, RNN Recurrent Networks, GRU Networks and Neural Networks for Time Series Prediction.

Details

Publication Date
Jul 13, 2025
Language
English
ISBN
9781326288181
Category
Computers & Technology
Copyright
All Rights Reserved - Standard Copyright License
Contributors
By (author): F. M. Asensio

Specifications

Format
EPUB

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