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240 строки
11 KiB
Plaintext
240 строки
11 KiB
Plaintext
list
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https://medium.freecodecamp.com/every-single-machine-learning-course-on-the-internet-ranked-by-your-reviews-3c4a7b8026c0
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https://github.com/demidovakatya/vvedenie-mashinnoe-obuchenie
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AI and ML
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https://www.youtube.com/channel/UCfelJa0QlJWwPEZ6XNbNRyA/playlists
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google
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https://developers.google.com/machine-learning/crash-course/
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JetBrains
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https://www.youtube.com/channel/UCdeSxuESqLOxuuwXNnqqbrA/playlists
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2022
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ML Lab ITMO - Zabashta - ML
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https://www.youtube.com/playlist?list=PLI83Pf8BmFlddvbImOe-8qhECKS-ljij8
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2021
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https://ml-mipt.github.io/
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https://github.com/girafe-ai/ml-mipt
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https://github.com/girafe-ai/ml-mipt/blob/master/lecture_notes_basic__ru.pdf
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https://github.com/girafe-ai/ml-mipt/blob/master/lecture_notes_advanced__ru.pdf
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Nechaev - Applied ML
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https://www.youtube.com/playlist?list=PL4_hYwCyhAvY7k32D65q3xJVo8X8dc3Ye
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Ayush - Machine Learning Course for Beginners
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https://www.youtube.com/c/Neweraa/playlists
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https://www.youtube.com/watch?v=NWONeJKn6kc
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Jovian - ML with Python
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https://www.youtube.com/playlist?list=PLyMom0n-MBrq-KvGy4TSEa3PQnZ03OoM6
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https://jovian.ai/learn/data-structures-and-algorithms-in-python
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PythonEngineer - ML from Scratch - Python Tutorials
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https://www.youtube.com/playlist?list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E
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2021
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Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)
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https://tutorialsplanet.net/mathematical-foundations-of-machine-learning/
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magnet:?xt=urn:btih:f197d31fa2c367efd8734d5e8ec88d9ab14c9a60
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magnet:?xt=urn:btih:2e0d99ac3594cad782734a47b5a6cb624d4cd745
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! 4.30g, good
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2020
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Lectorium - Nikolenko - ML
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https://www.youtube.com/playlist?list=PL-_cKNuVAYAW4GLcdxLWDfxVq9BJWE-YZ
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ITTensive - ML
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https://www.youtube.com/playlist?list=PL_CgZ0Ik6XuVJTJjpoD0ra23Qu07Cbr57
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https://www.youtube.com/playlist?list=PL_CgZ0Ik6XuVFAi1XBNlsa318bsxIYwzo
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FPMI - Vorontsov - Math Fundamentals of ML
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https://www.youtube.com/playlist?list=PLk4h7dmY2eYHHTyfLyrl7HmP-H3mMAW08
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http://www.machinelearning.ru/wiki/index.php?title=%D0%9C%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B5_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B5_%28%D0%BA%D1%83%D1%80%D1%81_%D0%BB%D0%B5%D0%BA%D1%86%D0%B8%D0%B9%2C_%D0%9A.%D0%92.%D0%92%D0%BE%D1%80%D0%BE%D0%BD%D1%86%D0%BE%D0%B2%29
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https://github.com/andriygav/MachineLearningSeminars
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Pluralsight Path - Python for Data Analysts
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https://tutsnode.net/python-for-data-analysts/
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magnet:?xt=urn:btih:85bbc37de517e4d126d8a57f0b742946ae9ad50b
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! 2.82g, good, a lot of material (small-res)
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2019
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Stanford - CS221 - AI Principles and Techniques
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https://www.youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX
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MailRu - Data Mining
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https://www.youtube.com/playlist?list=PLrCZzMib1e9qq4fABTTgA5XPB-N1aahIV
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Razumovskiy - ML from a Teapot
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https://www.youtube.com/playlist?list=PLe7DnUBGwkT4liftHrLwPf6o3P63nCVwG
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Raznikov - Kazan - ML Lections
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https://vk.com/machine_learning_kfu
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https://www.youtube.com/channel/UCcY6LFZNgZHR2skk4K_-PKw
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https://www.youtube.com/playlist?list=PL6-BrcpR2C5RYoCAmC8VQp_rxSh0i_6C6
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MIPT - Dorofeev - Neural Net Technologies
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https://www.youtube.com/playlist?list=PLHOMZXOczEYMXTOZRP4-pVzttVKs6MHSa
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https://drive.google.com/drive/folders/188NNm7KPow6x7SzhzeRJpo3FXu1O2ib-
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MIPT - Vlasov - ML
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https://www.youtube.com/playlist?list=PLHOMZXOczEYPPyq_L7RcEwo4r0YQzEE4p
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https://github.com/ml-dafe/ml_mipt_dafe_minor
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VSHE - ML
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https://www.youtube.com/playlist?list=PLEqoHzpnmTfDwuwrFHWVHdr1-qJsfqCUX
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MIPT - FIVT - Applied ML Course 4
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https://www.youtube.com/playlist?list=PL4_hYwCyhAvYvuHz_PKlEV-kOsK2bwUBg
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MIPT - FIVT - Neichev - ML Course 3
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https://www.youtube.com/playlist?list=PL4_hYwCyhAvasRqzz4w562ce0esEwS0Mt
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Brovko - ML
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https://www.youtube.com/playlist?list=PLwwk4BHih4fgeBNLlWE3MUlyKMzPZhmX9
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Berkeley
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https://inst.eecs.berkeley.edu/~cs188/fa18/
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Intel - TF
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https://software.intel.com/en-us/ai/courses/tensorflow
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RomanovSlinko - ML & CV
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https://www.youtube.com/playlist?list=PLwwk4BHih4fj4DyxylZTHcdYk3L2MC2pa
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2018
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MFTI - Vlasov
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https://www.youtube.com/playlist?list=PLHOMZXOczEYMJ2AOakOdqwZ1Y-RXCs0U5
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https://www.youtube.com/playlist?list=PLHOMZXOczEYOc5PHIIUp1ByP1LeLmxCFh
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https://github.com/VlasovKirill/ml_mipt_dafe_minor
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https://drive.google.com/drive/folders/1aRUNkV-3njrbSD2frVjk2Tf3aAIa_02_
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MFTI - Dorofeev
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https://www.youtube.com/playlist?list=PLHOMZXOczEYMXTOZRP4-pVzttVKs6MHSa
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https://drive.google.com/drive/folders/188NNm7KPow6x7SzhzeRJpo3FXu1O2ib-
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VSHE - Schurov
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https://www.youtube.com/channel/UC8wh_LB6mxOFYadH2l27P2Q
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http://wiki.cs.hse.ru/%D0%9C%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B5_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B5_%D0%BD%D0%B0_%D0%BC%D0%B0%D1%82%D1%84%D0%B0%D0%BA%D0%B5_2018/2019
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Nikolenko - ML at Lectorium
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https://www.youtube.com/playlist?list=PL-_cKNuVAYAWXoVzVEDCT-usTEBHUf4AF
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MFTI - ML
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https://www.youtube.com/playlist?list=PL0Ks75aof3Ti5IBKAD4234VkMVnI4ecky
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FPMI
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https://www.youtube.com/channel/UCFTNoZYjkg-3LZTHrHfV1nQ/playlists
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CMU - NN
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https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA
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https://www.youtube.com/playlist?list=PLp-0K3kfddPyH44FP0dl0CbYprvTcfgOI
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https://www.youtube.com/playlist?list=PLp-0K3kfddPwJBJ4Q8We-0yNQEG0fZrSa
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https://www.youtube.com/watch?v=Qbztx1CfSfo
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https://www.youtube.com/watch?v=zlnQyxiEGNM
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https://www.youtube.com/watch?v=HyjB2uMZK5k
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AI and ML history
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https://www.youtube.com/playlist?list=PLDCR37g8W9nHI3LDgZ6xRexrCHgUzBnvz
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Notes of Ng - Intro to DeepLearning
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https://www.slideshare.net/TessFerrandez/notes-from-coursera-deep-learning-courses-by-andrew-ng
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Python for Data Analysis
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https://www.youtube.com/channel/UCVZrIrWtcvTzYlrNx7RcDyg
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https://github.com/cuttlefishh/python-for-data-analysis
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2017
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Small...
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https://vk.com/wall-54530371_62307
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Shamin:
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https://www.youtube.com/channel/UCwUntaFteJeGbyDgF9eN_tw
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https://www.youtube.com/playlist?list=PLEaWFQiR5rGP2lbmBaybBWmBqvM6XlknL
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https://www.youtube.com/playlist?list=PLEaWFQiR5rGNfZJia5f5Fwk2Wzx1SyusF
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Jay - Deep Learning Concepts
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https://www.youtube.com/playlist?list=PLX-LrBk6h3wQKdrSyGZeN9m4I3n_bDmzg
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Oxford
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https://github.com/oxford-cs-deepnlp-2017/lectures
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ComputerScienceCenter 2017 - ML
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https://www.youtube.com/playlist?list=PLlb7e2G7aSpSSsCeUMLN-RxYOLAI9l2ld
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CMU
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https://www.youtube.com/playlist?list=PLpIxOj-HnDsOSL__Buy7_UEVQkyfhHapa
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https://www.youtube.com/playlist?list=PLpIxOj-HnDsPfw9slkk0BfwuiNEYVnsd_
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Shamin - MIAN
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http://www.mathnet.ru/conf1243
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https://www.youtube.com/playlist?list=PLEaWFQiR5rGP2lbmBaybBWmBqvM6XlknL
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OpenDataScience - ML Course
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https://github.com/Yorko/mlcourse_open
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https://habrahabr.ru/company/ods/blog/334960/
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https://www.youtube.com/channel/UCgGADKKGalfwSNbpSyM5ryg
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MailRu - Neural Nets in ML
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https://habrahabr.ru/company/ods/blog/344044/
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https://habrahabr.ru/company/mailru/blog/344982/.com.-neyronnye-seti-v-mashi
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https://www.youtube.com/playlist?list=PLrCZzMib1e9oOGNLh6_d65HyfdqlJwTQP
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https://vk.com/videos-75410445?section=album_3
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https://medium.com/open-machine-learning-course
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Lectorium - ML (misc stuff)
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https://www.youtube.com/playlist?list=PL-_cKNuVAYAVwvhnk-6V22MvKDWNrkXDJ
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Utah
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https://www.youtube.com/playlist?list=PLbuogVdPnkCp_NoCPNUP18mbSUCplf9D0
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https://www.youtube.com/playlist?list=PLbuogVdPnkCoAsjNMeh_1W8LlK06u91r1
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https://www.youtube.com/playlist?list=PLbuogVdPnkCpJorD_CeIqRrYsdF-i-APC
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https://www.youtube.com/playlist?list=PLbuogVdPnkCrK5Y-UOG6KCMgw498LtmIf
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https://www.youtube.com/playlist?list=PLbuogVdPnkCpH0_nLD5bumuM56ZQSjvIB
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Kuralenok
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https://www.youtube.com/playlist?list=PLlb7e2G7aSpSSsCeUMLN-RxYOLAI9l2ld
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Abbakumov (ru) - R-based:
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https://www.youtube.com/playlist?list=PLlb7e2G7aSpTh7pQG8ek1Uv5-zatv84vY
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CMTV - NN Simple
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https://www.youtube.com/playlist?list=PLDywto_IU4_4nP7LUZRzQ5QKoglE-WBtT
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2016
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Howard - Practical DL for coders
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https://www.youtube.com/playlist?list=PLfYUBJiXbdtS2UQRzyrxmyVHoGW0gmLSM
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http://course.fast.ai/
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https://github.com/fastai/courses
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http://wiki.fast.ai/index.php/Main_Page
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Stepik - Brovko - NNs 2016
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https://stepik.org/course/401
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https://www.youtube.com/playlist?list=PLwwk4BHih4fjZmSEwx_RcR1na6cQiV90z
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ComputerScienceCenter 2016 - ML
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https://www.youtube.com/playlist?list=PLlb7e2G7aSpSWVExpq74FnwFnWgLby56L
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CMU - Wasserman - Statistical ML
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http://www.stat.cmu.edu/~larry/=sml/
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https://www.youtube.com/playlist?list=PLTB9VQq8WiaCBK2XrtYn5t9uuPdsNm7YE
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Kovalevski - only last 3 videos
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https://www.youtube.com/playlist?list=PLsQAG1V_t58COuo7oRYsvdvwa9mfUK8RS
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CMTV
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https://www.youtube.com/playlist?list=PLDywto_IU4_4nP7LUZRzQ5QKoglE-WBtT
|
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MIPT - RUDN - Kantor - Data Mining in Action !!!
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http://datamininginaction.ru/
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https://vk.com/data_mining_in_action
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https://github.com/vkantor/MIPT_Data_Mining_In_Action_2016
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https://www.youtube.com/channel/UCop3CelRVvrchG5lsPyxvHg/
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https://www.slideshare.net/xeadwl/lecture-1-introduction-66914456
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VSHE - Sokolov
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http://wiki.cs.hse.ru/%D0%9C%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%B5_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B5_1
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https://github.com/esokolov/ml-course-hse
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https://www.lektorium.tv/lecture/31402
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https://www.youtube.com/watch?v=ZyRJ9EMWztg
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Kuralenok
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https://www.youtube.com/playlist?list=PLlb7e2G7aSpSWVExpq74FnwFnWgLby56L
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MailRu2015 - DataMining
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https://www.youtube.com/playlist?list=PLrCZzMib1e9pXgyJ8Y9Io4AocGy66pj1X
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2014
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MSU-Technosphere !!!
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https://www.slideshare.net/Technosphere1/presentations
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MailRu2014 - DataMining
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https://www.youtube.com/playlist?list=PLrCZzMib1e9pyyrqknouMZbIPf4l3CwUP
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Shad2014 - Vorontsov
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https://www.youtube.com/playlist?list=PLJOzdkh8T5kp99tGTEFjH_b9zqEQiiBtC
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Shad2012 - Vorontsov
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https://www.youtube.com/playlist?list=PLJOzdkh8T5kpGiIQttuMwo3jLciewjd7R
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2013
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Kuralenok - ML
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https://www.youtube.com/playlist?list=PLwwk4BHih4fiW5DSoT1dwmj8-waqe-DMX
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2012
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Kuralenok - Lectorium - ML
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https://www.youtube.com/playlist?list=PL-_cKNuVAYAV8HV5N2sbZ72KFoOaMXhxc
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https://www.youtube.com/playlist?list=PLwwk4BHih4fj4uw9fKjU8AaDtCgBcPs23
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2010
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MIT - Windton - 6.034 Artificial Intelligence !!!
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https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/
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https://www.youtube.com/playlist?list=PLUl4u3cNGP63gFHB6xb-kVBiQHYe_4hSi
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Vorontsov
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http://www.machinelearning.ru/wiki/images/6/6d/Voron-ML-1.pdf
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https://www.coursera.org/learn/vvedenie-mashinnoe-obuchenie
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https://www.coursera.org/specializations/machine-learning-data-analysis
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ML - step to digital economy:
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https://www.youtube.com/watch?v=H5waFQ1ARF8
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Shad2014 - Vorontsov
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https://www.youtube.com/playlist?list=PLJOzdkh8T5kp99tGTEFjH_b9zqEQiiBtC
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Shad2012 - Vorontsov
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https://www.youtube.com/playlist?list=PLJOzdkh8T5kpGiIQttuMwo3jLciewjd7R
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Optimization in ML
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http://www.machinelearning.ru/wiki/index.php?title=%D0%9C%D0%B5%D1%82%D0%BE%D0%B4%D1%8B_%D0%BE%D0%BF%D1%82%D0%B8%D0%BC%D0%B8%D0%B7%D0%B0%D1%86%D0%B8%D0%B8_%D0%B2_%D0%BC%D0%B0%D1%88%D0%B8%D0%BD%D0%BD%D0%BE%D0%BC_%D0%BE%D0%B1%D1%83%D1%87%D0%B5%D0%BD%D0%B8%D0%B8_%28%D0%BA%D1%83%D1%80%D1%81_%D0%BB%D0%B5%D0%BA%D1%86%D0%B8%D0%B9%29/2017
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Convex
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https://web.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf
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TensorFlow - ML
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https://developers.google.com/machine-learning/crash-course/
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