Especiales.eu - Forum wielotematyczne, dyskusyjne, warez, download,  

Wróć   Especiales.eu - Forum wielotematyczne, dyskusyjne, warez, download, > .::Giełda użytkowników::. > [DOWNLOAD] Audiobooki / Czasopisma / Książki / Tutoriale

60
62
65
59
63
64
57
61
58
42



 
Narzędzia wątku
Stare 23-05-2020, 21:43   #1
Jocker
Wymiataka
 
Awatar Jocker
 
Dołączył: May 2019
Skąd: world
Posty: 26,056
Domyślnie Aggarwal C Linear Algebra and Optimization for Machine Learning (2020)



Aggarwal C Linear Algebra and Optimization for Machine Learning 2020
pdf | 8.92 MB | English | Author :Charu C. Aggarwal | 978-3030403430 | 2020 | Springer; 1st ed. 2020 edition


Book Description :

This textbook introduces linear algebra and optimization in the context of machine learning. Examples and exercises are provided throughout this text book together with access to a solution's manual. This textbook targets graduate level students and professors in computer science, mathematics and data science. Advanced undergraduate students can also use this textbook. The chapters for this textbook are organized as follo:
1. Linear algebra and its applications: The chapters focus on the basics of linear algebra together with their common applications to singular value decomposition, matrix factorization, similarity matrices (kernel methods), and graph analysis. Numerous machine learning applications have been used as examples, such as spectral clustering, kernel-based classification, and outlier detection. The tight integration of linear algebra methods with examples from machine learning differentiates this book from generic volumes on linear algebra. The focus is clearly on the most relevant aspects of linear algebra for machine learning and to teach readers how to apply these concepts.

2. Optimization and its applications: Much of machine learning is posed as an optimization problem in which we try to maximize the accuracy of regression and classification models. The "parent problem" of optimization-centric machine learning is least-squares regression. Interestingly, this problem arises in both linear algebra and optimization, and is one of the key connecting problems of the two fields. Least-squares regression is also the starting point for support vector machines, logistic regression, and recommender systems. Furthermore, the methods for dimensionality reduction and matrix factorization also require the development of optimization methods. A general view of optimization in computational graphs is discussed together with its applications to back propagation in neural networks.

A frequent challenge faced by beginners in machine learning is the extensive background required in linear algebra and optimization. One problem is that the existing linear algebra and optimization courses are not specific to machine learning; therefore, one would typically have to complete more course material than is necessary to pick up machine learning. Furthermore, certain types of ideas and tricks from optimization and linear algebra recur more frequently in machine learning than other application-centric settings. Therefore, there is significant value in developing a view of linear algebra and optimization that is better suited to the specific perspective of machine learning.

Category : | Algebra & Trigonometry, Artificial Intelligence, Linear Algebra

Download link Here
Hosters
Rapidgator | Nitroflare | Ddownload |Uploaded |




Treść widoczna tylko dla zarejestrowanych użytkowników Especiales. Zaloguj się lub załóż darmowe konto aby uzyskać dostęp do działów "[DOWNLOAD]"







Treść widoczna tylko dla zarejestrowanych użytkowników Especiales. Zaloguj się lub załóż darmowe konto aby uzyskać dostęp do działów "[DOWNLOAD]"







Treść widoczna tylko dla zarejestrowanych użytkowników Especiales. Zaloguj się lub załóż darmowe konto aby uzyskać dostęp do działów "[DOWNLOAD]"







Treść widoczna tylko dla zarejestrowanych użytkowników Especiales. Zaloguj się lub załóż darmowe konto aby uzyskać dostęp do działów "[DOWNLOAD]"





Thanks for downloading Aggarwal C Linear Algebra and Optimization for Machine Learning 2020 :
Jocker jest teraz aktywny  

Tagi do tematu: Aggarwal C Linear Algebra and Optimization for Machine Learning (2020)
2020, aggarwal, algebra, learning, linear, machine, optimization

Powinienieś zobaczyć też:

Podobne wątki do: Aggarwal C Linear Algebra and Optimization for Machine Learning (2020)
Wątek Autor wątku Forum Odpowiedzi Ostatni post / autor
Machine Learning for Beginners: Linear Regression Model in R TheCornor Kursy , Szkolenia , e Learning , Poradniki , itp.... 0 19-03-2020 04:16
Complete Linear Algebra for Data Science & Machine Learning TheCornor Kursy , Szkolenia , e Learning , Poradniki , itp.... 0 06-02-2020 08:23
Linear Programming for Machine Learning TheCornor Kursy , Szkolenia , e Learning , Poradniki , itp.... 0 14-11-2019 10:10
Data Science and Machine Learning Series: Linear Algebra Made Simple TheCornor Kursy , Szkolenia , e Learning , Poradniki , itp.... 0 09-11-2019 08:12
Machine Learning - Linear and Logistic Regression TheCornor Kursy , Szkolenia , e Learning , Poradniki , itp.... 0 27-07-2017 22:16


Narzędzia wątku



Czasy w strefie GMT +1. Teraz jest 06:09.


Powered by vBulletin® Version 3.8.11
Copyright © 2020 vBulletin Solutions, Inc. All rights reserved.
Search Engine Optimization by vBSEO ©2010, Crawlability, Inc.
Spolszczenie: vBHELP.pl - Polski support vBulletin
Copyright © Especiales.eu 2009 - 2019
Polecane strony