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169 строки
6.1 KiB
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169 строки
6.1 KiB
Plaintext
lists:
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https://github.com/josephmisiti/awesome-machine-learning/blob/master/books.md
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http://www.datasciencecentral.com/profiles/blogs/10-free-machine-learning-books
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https://proglib.io/p/machine-learning-free-books-list/
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misc books review:
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https://habrahabr.ru/company/neurodatalab/blog/336218/
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https://habrahabr.ru/company/mailru/blog/333862/
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????
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Cornell - Foundations of Data Science
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https://www.cs.cornell.edu/jeh/book.pdf
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https://www.youtube.com/watch?v=DqBUALT6dnM
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Stanford - Leskovec - Mining of Massive DataSets
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http://www.mmds.org/
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2023
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Harbans - Groking AI Algorithms ru
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CC9C0B2B693ADA92751AB1E91B2CC88E
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2022
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Murphy - Probabilistic Machine Learning ru
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F6BF6002011CB0F4A3F324A2B1A40B05
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AE9803FC32101B32632F02DE25C791F6
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!!! 942p
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Protodyakonov - Data Science Algorithms and Their Practical Python Implementation ru
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3E67E80171D366146AB562DABE16C98F
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09F9CAD4C58FB879D5D65A5803C97CBC
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Willson - Machine Learning Engineering in Action
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15B1874A2FAACB20A9A6F7935304068A
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2021
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Grus - Data Science from Scratch 2nd ed ru
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5B610EB9AAB0CF1F29AFF820AC105F81
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magnet:?xt=urn:btih:567d1d7b915a60c21c7643c2e59a0dc74a761905
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2020
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Burkov - The Hundreed-Page ML Book ru
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86E7734F7B8485B7064071E0CC2D1A21
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7128164CB647DCC46D68BBC1D06C610D
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Burkov - Machine Learning Engineering
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https://vk.com/doc255577237_577516437?hash=09eb0aca5cb7c656f1
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6E9524F2B2D2F061B7F2016AB1883123
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Watt - Machine Learning Refined 2nd ed
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112249BB612C64411A678403673C1648
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85BF3E6FDE6AB7CA0CF44D727E48BCB7
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Aggarwal - Linear Algebra and Optimization for Machine Learning
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49A259B8995A71143C7D1C6DAD0B9B33
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6ECC0EF302A496AAC701D89E6166DCB2
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D34B862EE849F842028973326238729B
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Fennner - Machine Learning With Python for Everyone
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6A69FDD7A22B29B02F6581648DB92EED
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D94E4CD766940D79ABED0BC6BA4E4344
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B54994FED8579E827A4D4F4E9BF6EACB
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DeisenrothFaisalOng - Mathematics for Machine Learning
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CB5296ACD5142E89D65497CAD990BC11
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https://mml-book.github.io/
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https://github.com/mml-book/mml-book.github.io
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Bonaccorso - Mastering Machine Learning Algorithms 2nd ed
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https://vk.com/doc7608079_565522957?hash=bd7ac4ec41be4234f1
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4F8D2F186383C89F7385F2C6137BEEC3
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SuttonBarto - Reinforcement Learning 2nd ed ru
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F7E63AA596FA3FEC652C757AE50766E2
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Hurbans - Grokking Artificial Intelligence Algorithms
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4EFD486FED05D3DDEB937A247E85E6BD
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050DE26CAF73D5D7196B5543ED15530F
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322A19DA16DF21341029CF320662193D
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2434345E4A399E08F184C40415745229
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2019
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Joshi - AI with Python ru
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https://vk.com/doc7608079_502574559?hash=d2f2b794e11861dd35
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https://vk.com/doc7608079_513765512?hash=016d77fc1080fab20d
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! good and informative !
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Strang - Linear Algebra and Learning from Data
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A556CCA72B3B8F9D8186E3685FFC8877
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BFF855238D78E1E46504A80795B7B5EC
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4456A8A88FDAF988B250DC4AF66273E3
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6E79F464892430FB239E20517EDA15C0
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Porcu - Python for Data Mining (too short)
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Joshi - Artificial Intelligence with Python ru
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2018
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Bobkov - Pattern Recognition System ru
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https://vk.com/doc7608079_513130976?hash=6c3995f1a644bde542
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Albon - Machine Learning with Python Cookbook
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good, a lot of samples
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Sarkar - Practical ML with Python
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https://vk.com/doc44301783_464701026
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Albon - Machine Learning with Python Cookbook
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Kruk - Practical Python AI Projects
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Ayyadevara - Pro Machine Learning Algorithms
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30D0FEF2ACF758B5F4E2FEA6D30E8FB9
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68ECD0EFB6E9EAC54E93B3F80A9EC819
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Natingga - Data Science Algorithms in a Week 2nd ed (basic stuff in a shallow way)
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VanderPlas - Python Data Science Handbook ru (!!!)
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https://vk.com/doc44301783_457112102
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Gori - Machine Learning - A Constraint-Based Approach
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BoikaKazula - 2018 - Machine Learning in Java 2nd ed
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https://vk.com/doc255577237_576655862?hash=da3a082dfb7e426dce
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2017
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Sugomori - Deep Learning: Practical Neural Networks with Java
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https://vk.com/doc4004138_455539173
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Myuller - Intro to ML using Python ru
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Raschka - Python Machine Learning ru
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Bonaccorzo - Machine Learning Algorithms
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https://jakevdp.github.io/PythonDataScienceHandbook/
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Bonnin - Machine Learning for Developers
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Brink - Real World Machine Learning
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Brink - Real-World Machine Learning ru
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https://vk.com/doc247540843_456982697
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Joshi - Artificial Intelligence with Python
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https://vk.com/doc182314867_467597874
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Pierson - Data Science For Dummies 2nd ed
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Geron - Hands-On Machine Learning with Scikit-Learn and TensorFlow
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https://vk.com/doc7608079_518505448?hash=5b62ee766a10970eb5
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Bonaccorso - Machine Learning Algorithms
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Kubat - An Introduction to Machine Learning 2nd ed
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2016
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Domingos - The Master Algorithm
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https://vk.com/doc7608079_506331045?hash=32adde44d1960971a2
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3B1AFBEFB6C7E840DA83003A67C661B2
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4C14AA3EBE9B31677F0B3D861AB89362
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Mueller - Machine Learning For Dummies
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2016
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Rashid - Make your own Neural Network
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https://vk.com/doc7608079_513910850?hash=a150bbcb838986a529
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2015
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Marsland - Machine Learning - An Algorithmic Perspective 2nd ed
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interesting and balanced
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2014
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Sutton - Reinforcement Learning
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https://vk.com/doc44301783_454908883
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2012
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Murphy - Machine Learning - A Probabilistic Perspective
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https://vk.com/doc182314867_482945784?hash=5efafc1730fe09e4c3
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https://vk.com/doc422237374_534325715?hash=85cc233cd9e8c693f5
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2005
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Yasnitskiy - AI Intro 2nd ed ru
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good review of classic approaches
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Statistics:
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Unpingco - Python for Probability, Statistics and Machine Learning
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https://vk.com/doc4004138_453239844?hash=abd1387c870bafb957&dl=370437fe6fbaa611e1
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python
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Muller - Introduction to Machine Learning with Python
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https://vk.com/doc90175155_462550667
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Muller - Introduction to Machine Learning with Python (ru)
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Cilien - Introducing Data Science ru
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https://vk.com/doc44301783_457112161
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Grus - Data Science from Scrutch ru
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Coelho - Building Machine Learning Systems with Python ru
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https://vk.com/doc190970339_437111950
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Haykin - 2006 - NNs A Comprehensive Foundation 2nd ed ru:
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https://vk.com/doc4004138_437978172
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https://vk.com/doc123534285_437548299
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?
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Flach - Machine Learning
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https://vk.com/doc625211_453355957
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https://vk.com/doc123534285_437595048
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https://www.dropbox.com/s/2awc9bkd3dx115e/flakh_p_mashinnoe_obuchenie_nauka_i_iskusstvo_postroeniya_al.djvu?dl=0
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