Difference between revisions of "Books"

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* [https://archive.siam.org/books/textbooks/fr18_book.pdf Iterative Methods for Optimization by C.T.Kelley, 1999]
 
* [https://archive.siam.org/books/textbooks/fr18_book.pdf Iterative Methods for Optimization by C.T.Kelley, 1999]
  
=Basic statistics=
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=Basics of probability and statistics=
* Probability Theory Alexandr A. Borovkov, 2006
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* A first course in probability by Sheldon M. Ross, 2012
* Mathematical statistics by A.A. Borovkov, 1999
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* Elements of information theory by Thomas M. Cover, Joy A. Thomas, 2006
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* Probability theory by Alexandr A. Borovkov, 2006
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* Mathematical statistics by Alexandr A. Borovkov, 1999
 
* Linear Statistical Inference & Its Applications by C. Radhakrishna Rao, 1967
 
* Linear Statistical Inference & Its Applications by C. Radhakrishna Rao, 1967
 
* Linear Models and Generalizations: Least Squares and Alternatives by C. Radhakrishna Rao et al., 2007
 
* Linear Models and Generalizations: Least Squares and Alternatives by C. Radhakrishna Rao et al., 2007
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=Functional data analysis=
 
=Functional data analysis=
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* Sequences and series in banach spaces by J. Diestel, 1984
 
* Functional data analysis by J.O. Ramsay and B.W. Silverman, 2005  
 
* Functional data analysis by J.O. Ramsay and B.W. Silverman, 2005  
 
* [https://www.unige.ch/~hairer/poly-sde-mani.pdf Solving Differential Equations on Manifolds by Ernst Hairer, 2011]
 
* [https://www.unige.ch/~hairer/poly-sde-mani.pdf Solving Differential Equations on Manifolds by Ernst Hairer, 2011]
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==Discrete analysis==
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* Lectures on discrete geometry by Jiří Matoušek, 2002
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* Indiscrete thoughts by Gian-Carlo Rota, 2008
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* Graph theory by Reinhard Diestel, 2017
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* Graph theory (groups and symmetries: from finite groups to Lie groups) by Reinhard Diestel, 2000
  
 
=Programming=
 
=Programming=
 
* [https://unglueit-files.s3.amazonaws.com/ebf/617027d14a3046998f54b31503ab7bca.pdf Python notes for professionals by GoalKicker.com Free Programming Books, 2020]
 
* [https://unglueit-files.s3.amazonaws.com/ebf/617027d14a3046998f54b31503ab7bca.pdf Python notes for professionals by GoalKicker.com Free Programming Books, 2020]
 
* [https://d2l.ai/ Dive into Deep Learning by  Aston Zhang, Zachary C. Lipton, Mu Li, and Alexander J. Smola, 2020]
 
* [https://d2l.ai/ Dive into Deep Learning by  Aston Zhang, Zachary C. Lipton, Mu Li, and Alexander J. Smola, 2020]
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=Russian edition=
 
=Russian edition=
 
* [http://www.1variant.ru/content/uchebniki/matematika/650.pdf Лагутин М.Б. Наглядная математическая статистика, 2009] (cм. также [http://files.lbz.ru/pdf/cC2125-4-ch.pdf вырезку])
 
* [http://www.1variant.ru/content/uchebniki/matematika/650.pdf Лагутин М.Б. Наглядная математическая статистика, 2009] (cм. также [http://files.lbz.ru/pdf/cC2125-4-ch.pdf вырезку])
 
* [https://www.artlebedev.ru/izdal/spravochnik-izdatelya-i-avtora/ Аркадий Мильчин и Людмила Чельцова. Справочник издателя и автора (Редакционно-издательское оформление издания), 2018]
 
* [https://www.artlebedev.ru/izdal/spravochnik-izdatelya-i-avtora/ Аркадий Мильчин и Людмила Чельцова. Справочник издателя и автора (Редакционно-издательское оформление издания), 2018]

Revision as of 23:38, 5 April 2021

Machine learning for beginners

Linear algebra

Optimization

Basics of probability and statistics

  • A first course in probability by Sheldon M. Ross, 2012
  • Elements of information theory by Thomas M. Cover, Joy A. Thomas, 2006
  • Probability theory by Alexandr A. Borovkov, 2006
  • Mathematical statistics by Alexandr A. Borovkov, 1999
  • Linear Statistical Inference & Its Applications by C. Radhakrishna Rao, 1967
  • Linear Models and Generalizations: Least Squares and Alternatives by C. Radhakrishna Rao et al., 2007

Bayesian statistics and inference

Functional data analysis

Discrete analysis

  • Lectures on discrete geometry by Jiří Matoušek, 2002
  • Indiscrete thoughts by Gian-Carlo Rota, 2008
  • Graph theory by Reinhard Diestel, 2017
  • Graph theory (groups and symmetries: from finite groups to Lie groups) by Reinhard Diestel, 2000

Programming



Russian edition