Введение в машинное обучение

Deep learning in neural networks: An overview // Neural Networks. – 2015. – Vol. 61. – P. 85–117.

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http://www.asimovinstitute.org/neural-network-zoo/ (http://www.asimovinstitute.org/neural-network-zoo/) – THE NEURAL NETWORK ZOO POSTED ON SEPTEMBER 14, 2016 BY FJODOR VAN VEEN

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Werbos P. Beyond Regression: New Tools for Prediction and Analysis in the Behavioral Sciences. – Harvard University, 1974. – 38 p.

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Batch, Mini-Batch & Stochastic Gradient Descent.

 – https://towardsdatascience.com/batch-mini-batch-stochastic-gradient-descent-7a62ecba642a (https://towardsdatascience.com/batch-mini-batch-stochastic-gradient-descent-7a62ecba642a)

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Обучи свою первую нейросеть: простая классификация. – https://www.tensorflow.org/tutorials/keras/classification (https://www.tensorflow.org/tutorials/keras/classification)

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Dudani, Sahibsingh A. The Distance-Weighted k-Nearest-Neighbor Rule // Systems, Man, and Cybernetics.

 – 1976. – Vol. SMC-6. – Issue 4. – P. 325–327.

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K-Nearest Neighbors algorithm. – http://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm (http://en.wikipedia.org/wiki/K-nearest_neighbors_algorithm) (2012-07-05).

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Support vector machine. – http://en.wikipedia.org/wiki/Support_vector_machine (http://en.wikipedia.org/wiki/Support_vector_machine) (2012-02-22).

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Classifier comparison. – https://scikit-learn.

org/stable/auto_examples/classification/plot_classifier_comparison.html (https://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html)

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Коллаборативная_фильтрация. – ru.wikipedia.org/wiki/Коллаборативная_фильтрация; https://en.wikipedia.org/wiki/Collaborative_search_engine (https://en.wikipedia.org/wiki/Collaborative_search_engine)

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Friedman, Jerome H. Greedy function approximation: a gradient boosting machine // Annals of Statistics.

 – 2001. – P. 1189–1232.

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Бустинг. – http://www.machinelearning.ru/wiki/index.php?title=Бустинг (http://www.machinelearning.ru/wiki/index.php?title=%D0%91%D1%83%D1%81%D1%82%D0%B8%D0%BD%D0%B3)

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Pearson K. On lines and planes of closest fit to systems of points in space // Philosophical Magazine. – 1901. – Vol. 2. – P. 559–572.

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Sylvester J. J.