The Art of Machine Learning: A Hands-On Guide to Machine Learning with R
von Matloff, Norman
38,22 €
Einband: Taschenbuch
Seitenzahl: 272 Seiten
Erscheinungsdatum: 01.01.1970
gefunden bei Amazon Marketplace
Zum Shop
Beschreibung
The Art of Machine Learning: A Hands-On Guide to Machine Learning with R
The Art of Machine Learning: A Hands-On Guide to Machine Learning with R von Matloff, Norman im Online-Buchhandel:
The Art of Machine Learning
38,99 €
gefunden bei buecher
Learn to expertly apply a range of machine learning methods to real data with this practical guide.Packed...
Learn to expertly apply a range of machine learning methods to real data with this practical guide.Packed with real datasets and practical examples, The Art of Machine Learning will help you develop an intuitive understanding of how and why ML methods work, without the need for advanced math.As you work through the book, you ll learn how to implement a range of powerful ML techniques, starting with the k-Nearest Neighbors (k-NN) method and random forests, and moving on to gradient boosting, support vector machines (SVMs), neural networks, and more.With the aid of real datasets, you ll delve into regression models through the use of a bike-sharing dataset, explore decision trees by leveraging New York City taxi data, and dissect parametric methods with baseball player stats. You ll also find expert tips for avoiding common problems, like handling dirty or unbalanced data, and how to troubleshoot pitfalls.You ll also explore:How to deal with large datasets and techniques for dimension reductionDetails on how the Bias-Variance Trade-off plays out in specific ML methodsModels based on linear relationships, including ridge and LASSO regressionReal-world image and text classification and how to handle time series dataMachine learning is an art that requires careful tuning and tweaking. With The Art of Machine Learning as your guide, you ll master the underlying principles of ML that will empower you to effectively use these models, rather than simply provide a few stock actions with limited practical use.Requirements: A basic understanding of graphs and charts and familiarity with the R programming language
Verlag: No Starch Press
Zur Online-Buchhandlung von
buecher
buecher
Bewerte das Buch
- Habe ich gelesen
- Möchte ich noch lesen
- Lieblingsbücher
- Wunschliste
Weitere Bücher von Matloff, Norman
The Art of R Programming: A Tour of Statistical Software Design
von Matloff, Norman
gefunden bei Amazon Marketplace
ab 32,26 €
The Art of R Programming: A Tour of Statistical Software Design
von Matloff, Norman
gefunden bei Amazon
ab 32,26 €
Probability and Statistics for Data Science: Math + R + Data (Chapman & Hall/CRC Data Science)
von Matloff, Norman
gefunden bei Amazon Marketplace
ab 73,53 €