Hands-on Machine Learning with R (Record no. 139315)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01284aam a2200205 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20230121124642.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 221123b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781138495685 |
| 040 ## - CATALOGING SOURCE | |
| Transcribing agency | |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 |
| Item number | BOE |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Boehmke, Brad |
| 9 (RLIN) | 63247 |
| 245 ## - TITLE STATEMENT | |
| Title | Hands-on Machine Learning with R |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher, distributor, etc. | CRC Press |
| Date of publication, distribution, etc. | 2020 |
| Place of publication, distribution, etc. | Boca Raton |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 459p |
| 500 ## - GENERAL NOTE | |
| General note | I FUNDAMENTALS<br/>1. Introduction to Machine Learning <br/> 2. Modeling Process <br/>3. Feature & Target Engineering <br/>II SUPERVISED LEARNING <br/>4. Linear Regression <br/> 5. Logistic Regression <br/>6. Regularized <br/>7. Multivariate Adaptive Regression Splines <br/>8. K-Nearest Neighbors<br/> 9 Decision Trees <br/>10. Bagging <br/>11. Random Forests <br/>12. Gradient Boosting 1<br/>13. Deep Learning 13.1 Prerequisites <br/>14. Support Vector Machines <br/>15. Stacked Models <br/>16. Interpretable Machine Learning <br/>III DIMENSION REDUCTION<br/> 17. Principal Components Analysis <br/>18. Generalized Low Rank Models <br/> 19. Auto encoders <br/>IV Clustering <br/>20. K-means Clustering <br/>21. Hierarchical Clustering <br/>22. Model-based Clustering |
| 600 ## - SUBJECT ADDED ENTRY--PERSONAL NAME | |
| Personal name | Machine Learning - R (Computer Program Language) |
| 9 (RLIN) | 64346 |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Greenwell, Brandon |
| 9 (RLIN) | 64347 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Koha item type | Book |
| Call number prefix | 006.31 |
| Call number suffix | BOE |
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