Machine learning design patterns: solutions to common challenges in data preparation, model building, and MLOps (Record no. 61130)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02146 a2200253 4500 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 241010b |||||||| |||| 00| 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9789385889219 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 006.31 LAK |
| 100 ## - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Lakshmanan, Valliappa |
| 245 ## - TITLE STATEMENT | |
| Title | Machine learning design patterns: solutions to common challenges in data preparation, model building, and MLOps |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
| Place of publication, distribution, etc | Mumbai: |
| Name of publisher, distributor, etc | Shroff Publisher & O'Reilly, |
| Date of publication, distribution, etc | 2022. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | xiv, 390p.: |
| Other physical details | ill.; pbk.: |
| Dimensions | 23cm. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc | Includes index. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | The design patterns in this book capture best practices and solutions to recurring problems in machine learning. Authors Valliappa Lakshmanan, Sara Robinson, and Michael Munn catalog the first tried-and-proven methods to help engineers tackle problems that frequently crop up during the ML process. These design patterns codify the experience of hundreds of experts into advice you can easily follow. <br/><br/>The authors, three Google Cloud engineers, describe 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 most appropriate remedy for your situation. <br/><br/>You'll learn how to:<br/><br/>Identify and mitigate common challenges when training, evaluating, and deploying ML models <br/>Represent data for different ML model types, including embeddings, feature crosses, and more <br/>Choose the right model type for specific problems <br/>Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning <br/>Deploy scalable ML systems that you can retrain and update to reflect new data<br/><br/>https://www.shroffpublishers.com/books/computer-science/artificial-intelligence/machine-learning/9789385889219/ |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Machine Learning |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Big Data |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Model Training Patterns |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Problem Representation Design Pattern |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Responsible AI |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | Connected Patterns |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Robinson, Sara |
| Relator term | Co-author |
| 700 ## - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Munn, Michael |
| Relator term | Co-author |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Item type | Books |
| Source of classification or shelving scheme | Dewey Decimal Classification |
| Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Barcode | Date last seen | Date last borrowed | Copy number | Cost, replacement price | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | General | IIT Gandhinagar | IIT Gandhinagar | 09/10/2024 | Shankar Books | 1600.00 | 5 | 006.31 LAK | 034601 | 13/10/2025 | 26/09/2025 | 1 | 1600.00 | Books |
