- Hem
- Böcker
- Kurslitteratur
- Matematik & Naturvetenskap
- Data Science and Machine Learning (inbunden, eng)
Data Science and Machine Learning (inbunden, eng)
Produktbeskrivning
Gayle, International Journal of Epidemiology, Volume 49, Issue 6“This book organizes the algorithms clearly and cleverly. The way the Python code was written follows the algorithm closely—very useful for readers who wish to understand the rationale and flow of the background knowledge.”- Yin-Ju Lai and Chuhsing Kate Hsiao, Biometrics, Volume 77, Issue 4The purpose of Data Science and Machine Learning: Mathematical and Statistical Methods is to provide an accessible, yet comprehensive textbook intended for students interested in gaining a better understanding of the mathematics and statistics that underpin the rich variety of ideas and machine learning algorithms in data science.
New in the Second EditionThis expanded edition provides updates across key areas of statistical learning: Monte Carlo Methods: A new section introducing regenerative rejection sampling - a simpler alternative to MCMC. Unsupervised Learning: Inclusion of two multidimensional diffusion kernel density estimators, as well as the bandwidth perturbation matching method for the optimal data-driven bandwidth selection.
Regression: New automatic bandwidth selection for local linear regression. Feature Selection and Shrinkage: A new chapter introducing the klimax method for model selection in high-dimensions. Reinforcement Learning: A new chapter on contemporary topics such as policy iteration, temporal difference learning, and policy gradient methods, all complete with Python code.
Appendices: Expanded treatment of linear algebra, functional analysis, and optimization that includes the coordinate-descent method and the novel Majorization–Minimization method for constrained optimization. Key Features:Focuses on mathematical understanding. Presentation is self-contained, accessible, and comprehensive.
Extensive list of exercises and worked-out examples. Many concrete algorithms with Python code. Full color throughout and extensive indexing. A single-counter consecutive numbering of all theorems, definitions, equations, etc., for easier text searches.
| Format | Inbunden |
| Omfång | 730 sidor |
| Språk | Engelska |
| Förlag | Taylor & Francis Ltd |
| Utgivningsdatum | 2025-11-21 |
| ISBN | 9781032488684 |
Specifikation
Böcker
- Format Inbunden
- Antal sidor 730
- Språk Engelska
- Utgivningsdatum 2025-11-21
- ISBN 9781032488684
- Förlag Taylor & Francis Ltd
Leverans
Vi levererar ditt paket med Budbee, Instabox och DB Schenker. Frakten kostar 49 kr men handlar du för över 499 kr är det fri frakt. De exakta leveranstiderna för varje produkt ser du direkt på produktsidan och i kassan. När din order skickats får du en spårningslänk via e-post eller SMS.
Betalning
Hos oss betalar du tryggt via Avarda. Du kan välja mellan Swish, kort (VISA/MasterCard), faktura med 30 dagar eller konto för delbetalning. Alla köp sker krypterat och säkert.
Retur & reklamation
Som privatkund har du 14 dagars ångerrätt enligt distansavtalslagen. Retur kostar 49 kr och bokas via kundtjänst innan du skickar tillbaka varan. Återbetalning sker alltid via samma betalmedel du använde vid köpet.
Du har 3 års reklamationsrätt enligt konsumentköplagen. Vid godkänd reklamation står vi för returfrakten. Kontakta oss på [email protected] om du vill göra en retur eller reklamation, så guidar vi dig genom processen.
Specifikation
Det finns tyvärr inga specifikationer att visa för denna produkt.