Applied Machine Learning_2nd Edition (Record no. 38045)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01787nam a22001697a 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 978-9354601590 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 GOP |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Gopal M |
| 245 ## - TITLE STATEMENT | |
| Title | Applied Machine Learning_2nd Edition |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 2 |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Name of publisher | Mc Graw Hill |
| Place of publication | New Delhi |
| Year of publication | 2024 |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | Applied Machine Learning continues to explore the theoretical underpinnings of learning and equips the readers with the knowledge needed to apply powerful machine learning techniques to solve challenging real-world problems. This book shows in a step-by-step manner how to conceptualize problems, accurately represent data, select and tune algorithms, interpret and analyze results, and make informed strategic decisions. Presented in a non-rigorous mathematical style, the book covers a broad array of machine learning methods that have been profitably employed. It also provides a platform for hands-on experience through case studies and exercise experiments. Salient Features: 1. Simple and lucid explanation of all basic concepts and techniques of machine learning, well supported with case studies and exercise experiments 2. New sections on widely used techniques, such as log loss (cross entropy) metric for classification, imbalanced data problems and solutions, Ridge and LASSO regression, multiclass logistic regression, softmax function, and many more 3. New chapter on ‘Understanding Machine Learning by Application’ provides a platform for gentle start on hands-on experience through case studies on real-life problems in diverse and important application areas 4. Datasets in Excel files for Case studies and Exercise Experiments available online (refer to the complete list on the back inner cover) |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | CSE |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Text Book |
| 952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
| Damaged status | |
| Not for loan | |
| Withdrawn status | Collection code | Permanent Location | Current Location | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Inventory number | Full call number | Accession Number | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Computer Science and Engineering | VAST Central Library | VAST Central Library | S-23/CS | 14/11/2025 | Minerva Books | 1110.00 | 86 | 006.31 GOP | 38151 | 01/12/2025 | Text Book |