عنوان
پدید آورنده
موضوع
رده
Q325.5 .Y36 2019eb
Q325
.
5
.
Y36
2019eb
کتابخانه
محل استقرار
0128172177
9780128172179
0128172169
9780128172162
Introduction to algorithms for data mining and machine learning /
[Book]
Xin-She Yang.
San Diego, CA, United States :
Academic Press, an imprint of Elsevier,
[2019]
1 online resource (viii, 173 pages) :
illustrations
Includes bibliographical references (pages 163-170) and index.
Introduction to optimization -- Mathematical foundations -- Optimization algorithms -- Data fitting and regression -- Logistic regression, PCA, LDA, and ICA -- Data mining techniques -- Support vector machine and regression -- Neural networks and deep learning.
0
Introduction to Algorithms for Data Mining and Machine Learning introduces the essential ideas behind all key algorithms and techniques for data mining and machine learning, along with optimization techniques. Its strong formal mathematical approach, well selected examples, and practical software recommendations help readers develop confidence in their data modeling skills so they can process and interpret data for classification, clustering, curve-fitting and predictions. Masterfully balancing theory and practice, it is especially useful for those who need relevant, well explained, but not rigorous (proofs based) background theory and clear guidelines for working with big data.
Ingram Content Group
9780128172179
Introduction to algorithms for data mining and machine learning.
0128172169
Data mining-- Mathematics.
Machine learning-- Mathematics.
COMPUTERS-- General.
COM-- 000000
006
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312
23
Q325
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5
QA76
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9
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D343
.
Y36
2019eb
Y36
2019e
Yang, Xin-She
20200822085250.0
pn
مطالعه متن کتاب [Book]
Y
