{"product_id":"fundamentals-of-supervised-machine-learning-book-giovanni-cerulli-9783031413391","title":"Fundamentals of Supervised Machine Learning","description":"\u003cp\u003eThis 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.\u003c\/p\u003e\u003cp\u003eAfter 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 sentiment analysis. Each chapter is self-contained and comprises an initial theoretical part, where the basics of the methodologies are explained, followed by an applicative part, where the methods are applied to real-world datasets. Numerous examples are included and, for ease of reproducibility, the Python, R, and Stata codes used in the text, along with the related datasets, are available online.\u003c\/p\u003e\u003cp\u003eThe intended audience is PhD students, researchers and practitioners from various disciplines, including economics and other social sciences, medicine and epidemiology, who have a good understanding of basic statistics and a working knowledge of statistical software, and who want to apply machine learning methods in their work.\u003c\/p\u003e\u003cbr\u003e","brand":"WoB","offers":[{"title":"- \/ - \/ INTERNAL","offer_id":52418543780113,"sku":null,"price":0.0,"currency_code":"USD","in_stock":true},{"title":"GB \/ NEW \/ GARDNERS","offer_id":52418544599313,"sku":"NGR9783031413391","price":0.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/9783031413391.jpg?v=1786613807","url":"https:\/\/www.worldofbooks.com\/products\/fundamentals-of-supervised-machine-learning-book-giovanni-cerulli-9783031413391","provider":"World of Books ","version":"1.0","type":"link"}