Applied Machine Learning (Record no. 6360)

MARC details
000 -LEADER
fixed length control field 02437nam a22001937a 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20250404020022.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 250220b |||||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9789354601590
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 006.31
Item number GOP
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Gopal, M.
Relator term Ex. Professor, Indian Institute of Technology Delhi
245 ## - TITLE STATEMENT
Title Applied Machine Learning
250 ## - EDITION STATEMENT
Edition statement 2nd ed
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc. Delhi
Name of publisher, distributor, etc. McGraw Hill Education
Date of publication, distribution, etc. 2024
300 ## - PHYSICAL DESCRIPTION
Page No. xx, 526p
Dimensions 24 x 18 cm
500 ## - GENERAL NOTE
General note Overview<br/><br/><br/>Now in its second edition, Applied Machine Learning continues to explore the theoretical<br/>underpinnings of learning and equips the readers with the knowledge needed to apply powerful<br/>machine learning techniques to solve challenging real-world problems. This book shows in a<br/>step-by-step manner how to conceptualize problems, accurately represent data, select and tune<br/>algorithms, interpret and analyze results, and make informed strategic decisions. Presented in a<br/>non-rigorous mathematical style, the book covers a broad array of machine learning methods that<br/>have been profitably employed. It also provides a platform for hands-on experience through case<br/>studies and exercise experiments.<br/><br/><br/>Key Features<br/><br/><br/>• Simple and lucid explanation of all basic concepts and techniques of machine learning, well supported with case studies and exercise experiments<br/>• 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<br/>• 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<br/>• Datasets in Excel files for Case studies and Exercise Experiments available online (refer to the complete list on the back inner cover)<br/>
520 ## - SUMMARY, ETC.
Summary, etc. 1. Introduction <br/>2. Supervised Learning: Rationale and Basics<br/>3. Statistical Learning<br/>4. Learning with Support Vector Machines (SVMs)<br/>5. Learning with Neural Networks (NNs)<br/>6. Decision Tree Learning and Tree-Based Ensembles<br/>7. Data Clustering<br/>8. Data Transformations<br/>9. Understanding Machine Learning by Application<br/>Appendix A: The Basic Genetic Algorithm (GA) for Search Optimization<br/>Appendix B: Basic Linear Algebra in Machine Learning Techniques<br/>Problems <br/>References<br/>Index
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Book Bank
Koha issues (borrowed), all copies 1
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Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Home library Current library Date acquired Currency Cost, normal purchase price Total Checkouts Full call number Barcode Date last seen Bill Date Koha item type Bill Number Checked out Date last checked out
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95377 20/02/2025 20/02/2025 Book Bank BOS-000472    
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    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95385 20/02/2025 20/02/2025 Book Bank BOS-000472    
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    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95389 20/02/2025 20/02/2025 Book Bank BOS-000472    
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    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95392 20/02/2025 20/02/2025 Book Bank BOS-000472    
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    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95399 20/02/2025 20/02/2025 Book Bank BOS-000472    
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    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95402 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95403 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95404 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95405 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95406 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95407 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95408 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95409 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95410 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95411 20/02/2025 20/02/2025 Book Bank BOS-000472    
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    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95413 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95414 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95415 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95416 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95417 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95418 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95419 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95420 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95421 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95422 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95423 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95424 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95425 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95426 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95427 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95428 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95429 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95430 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95431 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95432 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95433 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95434 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95435 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95436 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95437 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     IOT (Internet of Things) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95438 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95439 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95440 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95441 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00 1 006.31 GOP 95442 03/04/2025 20/02/2025 Book Bank BOS-000472 30/06/2025 03/04/2025
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95443 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95444 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95445 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95446 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95447 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95448 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95449 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95450 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95451 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95452 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95453 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95454 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95455 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95456 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95457 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95458 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95459 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95460 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95461 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95462 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95463 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95464 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95465 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95466 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95467 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95468 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95469 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     DS (Data Science) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 20/02/2025 ₹ 1050.00   006.31 GOP 95470 20/02/2025 20/02/2025 Book Bank BOS-000472    
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 27/05/2025 ₹ 1110.00   006.31 GOP 96218 29/05/2025 26/05/2025 Reference CRB/63    
    Dewey Decimal Classification     AIML (Artificial Intelligence and Machine Learning) Raj Kumar Goel Institute of Technology Raj Kumar Goel Institute of Technology 27/05/2025 ₹ 1110.00   006.31 GOP 96219 29/05/2025 26/05/2025 Reference CRB/63    

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