Understanding Machine Learning (Record no. 31736)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 01822nam a22002417a 4500 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | IN-KoAU |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251127171655.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 251127b ii ||||| |||| 00| 0 eng d |
| 020 ## - ISBN / ISSN | |
| ISBN | আই এস বি এন | 9781107512825 |
| 040 ## - CATALOGING SOURCE | |
| Language of cataloging | eng |
| 082 ## - DDC | ডিউই | |
| Classification number | বর্গসংখ্যা | 006.31/SHA/U |
| 100 ## - MAIN ENTRY--PERSONAL NAME | মুখ্য সংলেখ - ব্যাক্তিনাম | |
| Personal name | ব্যাক্তিনাম | Shalev-Shwartz, Shai |
| 245 ## - TITLE STATEMENT | আখ্যা বিবরণী | |
| Title | আখ্যা | Understanding Machine Learning |
| Sub title | উপআখ্যা | from theory to algorithms |
| Statement of responsibility | লেখকের দায়িত্বের বিবরণ | Shai Shalev-Shwartz and, Shai Ben-David |
| 260 ## - IMPRINT | প্রকাশনা ক্ষেত্র | |
| Place of publication | প্রকাশ স্থান | London |
| Name of publisher | প্রকাশকের নাম | Cambridge |
| Date of publication | প্রকাশ কাল | 2019 |
| 300 ## - PHYSICAL DESCRIPTION | | |
| Page / Vol. No | পৃষ্ঠা / খন্ড সংখ্যা | xvi, 397 p. |
| 505 ## - CONTENTS NOTE | সূচীসংক্রান্ত টীকা | |
| Contents note | সূচীসংক্রান্ত টীকা | Machine generated contents note: 1. Introduction; Part I. Foundations: 2. A gentle start; 3. A formal learning model; 4. Learning via uniform convergence; 5. The bias-complexity tradeoff; 6. The VC-dimension; 7. Non-uniform learnability; 8. The runtime of learning; Part II. From Theory to Algorithms: 9. Linear predictors; 10. Boosting; 11. Model selection and validation; 12. Convex learning problems; 13. Regularization and stability; 14. Stochastic gradient descent; 15. Support vector machines; 16. Kernel methods; 17. Multiclass, ranking, and complex prediction problems; 18. Decision trees; 19. Nearest neighbor; 20. Neural networks; Part III. Additional Learning Models: 21. Online learning; 22. Clustering; 23. Dimensionality reduction; 24. Generative models; 25. Feature selection and generation; Part IV. Advanced Theory: 26. Rademacher complexities; 27. Covering numbers; 28. Proof of the fundamental theorem of learning theory; 29. Multiclass learnability; 30. Compression bounds; 31. PAC-Bayes; Appendix A. Technical lemmas; Appendix B. Measure concentration; Appendix C. Linear algebra. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | বিষয় শিরোনাম - মূল বিষয় | |
| Topical term | মূল বিষয় | Machine learning. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | বিষয় শিরোনাম - মূল বিষয় | |
| Topical term | মূল বিষয় | Algorithms. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | বিষয় শিরোনাম - মূল বিষয় | |
| Topical term | মূল বিষয় | COMPUTERS / Computer Vision & Pattern Recognition. |
| 700 ## - ADDED ENTRY--PERSONAL NAME | অতিরিক্ত সংলেখ - ব্ | |
| Personal name | ব্যাক্তিনাম | Ben-David, Shai |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | Electronics Engg. Books |
| 041 ## - LANGUAGE CODE | |
| LANGUAGE CODE | English |
| Withdrawn status | Lost status | Source of classification | Damaged status | Not for loan | Home library | Current library | Date acquired | Total Checkouts | Full call number | Accession No. | Date last seen | Price effective from | Koha item type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dewey Decimal Classification | Newtown Campus, Kolkata | Newtown Campus, Kolkata | 27/11/2025 | 006.31/SHA/U | 39618 | 27/11/2025 | 27/11/2025 | Electronics Engg. Books | |||||
| Dewey Decimal Classification | Newtown Campus, Kolkata | Newtown Campus, Kolkata | 27/11/2025 | 006.31/SHA/U | 39619 | 27/11/2025 | 27/11/2025 | Electronics Engg. Books | |||||
| Dewey Decimal Classification | Newtown Campus, Kolkata | Newtown Campus, Kolkata | 27/11/2025 | 006.31/SHA/U | 39620 | 27/11/2025 | 27/11/2025 | Electronics Engg. Books |