unverciftci / kitap_listesi

Yapay zeka, hesaplama, uygulamalı matematik ve ilgili alanlarda açık erişimli kitaplar.

Liste artık buraya taşınmıştır: https://github.com/Matematik-ve-Yapay-Zeka-Enstitusu/AI-KAYNAK/tree/main/Books

• Makine Öğrenmesi

  • Olasılıksal

  https://probml.github.io/pml-book/book1.html

  https://probml.github.io/pml-book/book2.html

  • Derin Öğrenme

  https://d2l.ai/

  https://www.tomasbeuzen.com/deep-learning-with-pytorch

  https://dmol.pub/intro.html

  https://deeplearningtheory.com/

  https://udlbook.github.io/udlbook/

  • Doğal Dil İşleme

  https://web.stanford.edu/~jurafsky/slp3/

  • Görüntü İşleme

  https://szeliski.org/Book/

  • Pratik

  https://bradleyboehmke.github.io/HOML/

  • Teorik

  https://mlstory.org/

  https://www.smlbook.org

  https://www.di.ens.fr/~fbach/ltfp_book.pdf

  https://alexjungaalto.github.io/MLBasicsBook.pdf

  • İstatistiksel

  https://www.statlearning.com/

  https://hastie.su.domains/CASI_files/PDF/casi.pdf

  • Bayesyen

  https://bayesiancomputationbook.com

  http://www.stat.columbia.edu/~gelman/book/

  https://www.bayesrulesbook.com/

  https://avehtari.github.io/ROS-Examples/

  • Zaman Serileri

  https://otexts.com/fpp3/

  https://phdinds-aim.github.io/time_series_handbook

  • Yorumlanabilirlik

  http://www.trustworthymachinelearning.com

  https://christophm.github.io/interpretable-ml-book/

  • Pekiştirmeli Öğrenme

  https://stanford.edu/~ashlearn/RLForFinanceBook/book.pdf

  http://www.incompleteideas.net/book/the-book-2nd.html

  https://www.distributional-rl.org/

  https://rltheorybook.github.io/

  https://algorithmsbook.com/#

  https://chan.mie.utoronto.ca/book/

  https://web.mit.edu/dimitrib/www/LessonsfromAlphazero.pdf

  https://meyn.ece.ufl.edu/2021/08/01/control-systems-and-reinforcement-learning/

  https://arxiv.org/pdf/2201.02135.pdf

  https://www.distributional-rl.org/?utm_source=substack&utm_medium=email

  • Nedensellik

  https://www.bradyneal.com/which-causal-inference-book

  http://web.math.ku.dk/~peters/jonas_files/ElementsOfCausalInference.pdf

  https://theeffectbook.net/

  https://mixtape.scunning.com/

  • Matematiksel Altyapı

  https://mml-book.github.io/

  • Çizge Yapay Sinir Ağları

  https://graph-neural-networks.github.io/index.html

  https://www.cs.mcgill.ca/~wlh/grl_book/

  https://cse.msu.edu/~mayao4/dlg_book/

  • Simülasyon

  https://physicsbaseddeeplearning.org/intro.html

• Olasılık

https://probability4datascience.com/

https://www.math.uci.edu/~rvershyn/papers/HDP-book/HDP-book.html

http://prob140.org/textbook/content/README.html

• Optimizasyon

https://algorithmsbook.com/optimization/

https://sma.epfl.ch/~nboumal/book/index.html

https://github.com/YinTat/optimizationbook/blob/main/main.pdf

• Yapay Zeka

https://artint.info/2e/html/ArtInt2e.html

• Bilgisayar Bilimleri

https://introtcs.org/public/index.html

https://hardness.mit.edu/

https://runestone.academy/ns/books/published/thinkcspy/index.html

• Riemann Geometrisi

https://sagemanifolds.obspm.fr/intro_to_manifolds.html

• Ağlar

https://ericmjl.github.io/Network-Analysis-Made-Simple/

https://networks.quantecon.org/

• Bilgisayar Ağları

https://book.systemsapproach.org/

• Lineer Cebir

https://textbooks.math.gatech.edu/ila/

http://immersivemath.com/ila/index.html

• Uygulamalı Lineer Cebir

https://web.stanford.edu/~boyd/vmls/

• Coğrafi Veri Analizi

https://book.geemap.org/

• Sayısal Hesaplama

https://pythonnumericalmethods.berkeley.edu/notebooks/Index.html

https://numericalmethodssullivan.github.io/

https://people.csail.mit.edu/jsolomon/share/book/numerical_book.pdf

https://www.probabilistic-numerics.org/textbooks/

https://tobydriscoll.net/fnc-julia/frontmatter.html

• İstatistik

https://web.stanford.edu/class/bios221/book/

https://greenteapress.com/wp/think-stats-2e/

• Teknik Analiz

https://bookdown.org/kochiuyu/technical-analysis-with-r-second-edition2/

• Reel Analiz

https://measure.axler.net/

• Kısmi Türevli Denklemler

https://math.libretexts.org/Bookshelves/Differential_Equations/Book%3A_Partial_Differential_Equations_(Walet)

http://www.math.toronto.edu/ivrii/PDE-textbook/contents.html

• Veri Bilimi

https://r4ds.hadley.nz/

https://jakevdp.github.io/PythonDataScienceHandbook/

https://mdsr-book.github.io/mdsr2e/

https://wesmckinney.com/book/

• İş Analizi

https://www.causact.com/

• Kodlama ve Algoritmalar

https://natureofcode.com/book/chapter-1-vectors/

https://allendowney.github.io/DSIRP/

https://github.com/mdipierro/nlib

http://hplgit.github.io/prog4comp/doc/pub/p4c-sphinx-Python/index.html

• Robotik

https://www.roboticsbook.org/intro.html

https://introduction-to-autonomous-robots.github.io/

https://link.springer.com/content/pdf/10.1007/978-3-319-62533-1.pdf

https://file.tavsys.net/control/controls-engineering-in-frc.pdf

https://osrf.github.io/ros2multirobotbook/

http://underactuated.csail.mit.edu/

• Kontrol

http://www.cds.caltech.edu/~murray/books/AM08/pdf/fbs-public_24Jul2020.pdf

https://eng.libretexts.org/Bookshelves/Industrial_and_Systems_Engineering/Book%3A_Introduction_to_Control_Systems_(Iqbal)

• Stokastik Diff

https://users.aalto.fi/~asolin/sde-book/sde-book.pdf

• Kuantum Hesaplama

http://www.thomaswong.net/introduction-to-classical-and-quantum-computing-1e3p.pdf

https://quantum.country/qcvc

https://physics.weber.edu/schroeder/quantum/QuantumBook.pdf

• Kalkülüs

https://jverzani.github.io/CalculusWithJuliaNotes.jl/

• Karmaşık Analiz

https://complex-analysis.com/

• Hesaplamalı Finans

https://bookdown.org/compfinezbook/introFinRbook/

Daha Fazlası

https://executablebooks.org/en/latest/gallery.html

https://bookdown.org/

https://ebookfoundation.github.io/free-programming-books/books/free-programming-books-subjects.html

https://www.bigbookofr.com/

https://open.umn.edu/opentextbooks/subjects

Notlar

https://arxiv.org/pdf/2301.00942v1.pdf

https://arxiv.org/pdf/2206.13446.pdf