Fundamentals of Supervised Machine Learning
Giovanni Cerulli
Broschiertes Buch

Fundamentals of Supervised Machine Learning

With Applications in Python, R, and Stata

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This book presents the fundamental theoretical notions of supervised machine learning along with a wide range of applications using Python, R, and Stata. It provides a balance between theory and applications and fosters an understanding and awareness of the availability of machine learning methods over different software platforms.After introducing the machine learning basics, the focus turns to a broad spectrum of topics: model selection and regularization, discriminant analysis, nearest neighbors, support vector machines, tree modeling, artificial neural networks, deep learning, and sentimen...