Xin-She Yang,
Xin-She (School of Science and Technology, Middlesex University, UK) Yang
Introduction to Algorithms for Data Mining and Machine Learning
Paperback Engels 2019 9780128172162
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
Introduction to Algorithms for Data Mining and Machine Learning introduces the essential ideas behind all key algorithms and techniques for data mining and machine learning, along with optimization techniques. Its strong formal mathematical approach, well selected examples, and practical software recommendations help readers develop confidence in their data modeling skills so they can process and interpret data for classification, clustering, curve-fitting and predictions. Masterfully balancing theory and practice, it is especially useful for those who need relevant, well explained, but not rigorous (proofs based) background theory and clear guidelines for working with big data.
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Inhoudsopgave
1. Introduction2. Mathematical Foundations3. Data Fitting and Method of Least Squares4. Logistic Regression and PCA5. Data Mining6. Artificial Neural Networks7. Support Vector Machine8. Deep Learning
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