Machine Learning Design Patterns (Record no. 76271)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01250nam a2200193 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9789385889219 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 |
| Item number | VAL/M |
| 100 ## - MAIN ENTRY--AUTHOR NAME | |
| Personal name | Valliappa Lakshmanan |
| 245 ## - TITLE STATEMENT | |
| Title | Machine Learning Design Patterns |
| Remainder of title | : solutions to common challenges in data preparation, model building, and MLOps |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication | Mumbai |
| Name of publisher | Shroff Pub |
| Year of publication | 2021 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | xiv,390p. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | he design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Machine Learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | Artificial Intelligence |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical Term | MLOps |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Sara Robinson |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Munn, Michael |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | BK |
| 952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
| Withdrawn status | |
| Lost status | |
| Damaged status | Collection code | Home library | Current library | Shelving location | Date acquired | Cost, normal purchase price | Full call number | Accession Number | Koha item type |
|---|---|---|---|---|---|---|---|---|---|
| Stack | Kannur University Central Library | Kannur University Central Library | Stack | 10/07/2024 | 1500.00 | 006.31 VAL/M | 68226 | BK |