зеркало из
https://github.com/iharh/notes.git
synced 2025-10-30 21:26:09 +02:00
256 строки
12 KiB
Plaintext
256 строки
12 KiB
Plaintext
list
|
|
https://medium.freecodecamp.com/every-single-machine-learning-course-on-the-internet-ranked-by-your-reviews-3c4a7b8026c0
|
|
https://github.com/demidovakatya/vvedenie-mashinnoe-obuchenie
|
|
|
|
AI and ML
|
|
https://www.youtube.com/channel/UCfelJa0QlJWwPEZ6XNbNRyA/playlists
|
|
|
|
google
|
|
https://developers.google.com/machine-learning/crash-course/
|
|
|
|
JetBrains
|
|
https://www.youtube.com/channel/UCdeSxuESqLOxuuwXNnqqbrA/playlists
|
|
|
|
2025
|
|
Simplilearn - Machine Learning With Python Full Course | Machine Learning Tutorial For Beginners | Simplilearn 0:00 of 8:03:49
|
|
https://www.youtube.com/watch?v=jc-5dy3Zi_0
|
|
Simplilearn - ChatGPT Full Course For 2025 | ChatGPT Tutorial For Beginnners | ChatGPT Course 0:00 of 11:55:00
|
|
https://www.youtube.com/watch?v=Dzd1H4Hqick
|
|
Simplilearn - Machine Learning Full Course 2025 | Machine Learning Tutorial For Beginners 0:00 of 11:41:00
|
|
https://www.youtube.com/watch?v=KAkOmoGs-74
|
|
2024
|
|
freeCodeCamp - Machine Learning in 2024 – Beginner's Course 0:00 of 4:19:32
|
|
https://www.youtube.com/watch?v=bmmQA8A-yUA
|
|
ChronisAcademy - ML from Zero of p2
|
|
https://www.youtube.com/watch?v=r5SvlSpaGfE
|
|
https://www.youtube.com/watch?v=-rUgduaR8NY
|
|
2023
|
|
ZeroToMastery - Intro to Machine Learning & Data Science: Pandas, NumPy, Matplotlib | Beginner Course 0:00 of 8:33:55
|
|
https://www.youtube.com/watch?v=r67SfaiYaDI
|
|
2022
|
|
ML Lab ITMO - Zabashta - ML
|
|
https://www.youtube.com/playlist?list=PLI83Pf8BmFlddvbImOe-8qhECKS-ljij8
|
|
2021
|
|
https://ml-mipt.github.io/
|
|
https://github.com/girafe-ai/ml-mipt
|
|
https://github.com/girafe-ai/ml-mipt/blob/master/lecture_notes_basic__ru.pdf
|
|
https://github.com/girafe-ai/ml-mipt/blob/master/lecture_notes_advanced__ru.pdf
|
|
Nechaev - Applied ML
|
|
https://www.youtube.com/playlist?list=PL4_hYwCyhAvY7k32D65q3xJVo8X8dc3Ye
|
|
|
|
Ayush - Machine Learning Course for Beginners
|
|
https://www.youtube.com/c/Neweraa/playlists
|
|
https://www.youtube.com/watch?v=NWONeJKn6kc
|
|
Jovian - ML with Python
|
|
https://www.youtube.com/playlist?list=PLyMom0n-MBrq-KvGy4TSEa3PQnZ03OoM6
|
|
https://jovian.ai/learn/data-structures-and-algorithms-in-python
|
|
PythonEngineer - ML from Scratch - Python Tutorials
|
|
https://www.youtube.com/playlist?list=PLqnslRFeH2Upcrywf-u2etjdxxkL8nl7E
|
|
2021
|
|
Udemy - Mathematical Foundations of Machine Learning (Updated 09 - 2021)
|
|
https://tutorialsplanet.net/mathematical-foundations-of-machine-learning/
|
|
magnet:?xt=urn:btih:f197d31fa2c367efd8734d5e8ec88d9ab14c9a60
|
|
magnet:?xt=urn:btih:2e0d99ac3594cad782734a47b5a6cb624d4cd745
|
|
! 4.30g, good
|
|
2020
|
|
Lectorium - Nikolenko - ML
|
|
https://www.youtube.com/playlist?list=PL-_cKNuVAYAW4GLcdxLWDfxVq9BJWE-YZ
|
|
ITTensive - ML
|
|
https://www.youtube.com/playlist?list=PL_CgZ0Ik6XuVJTJjpoD0ra23Qu07Cbr57
|
|
https://www.youtube.com/playlist?list=PL_CgZ0Ik6XuVFAi1XBNlsa318bsxIYwzo
|
|
FPMI - Vorontsov - Math Fundamentals of ML
|
|
https://www.youtube.com/playlist?list=PLk4h7dmY2eYHHTyfLyrl7HmP-H3mMAW08
|
|
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
|
|
https://github.com/andriygav/MachineLearningSeminars
|
|
Pluralsight Path - Python for Data Analysts
|
|
https://tutsnode.net/python-for-data-analysts/
|
|
magnet:?xt=urn:btih:85bbc37de517e4d126d8a57f0b742946ae9ad50b
|
|
! 2.82g, good, a lot of material (small-res)
|
|
2019
|
|
Stanford - CS221 - AI Principles and Techniques
|
|
https://www.youtube.com/playlist?list=PLoROMvodv4rO1NB9TD4iUZ3qghGEGtqNX
|
|
MailRu - Data Mining
|
|
https://www.youtube.com/playlist?list=PLrCZzMib1e9qq4fABTTgA5XPB-N1aahIV
|
|
Razumovskiy - ML from a Teapot
|
|
https://www.youtube.com/playlist?list=PLe7DnUBGwkT4liftHrLwPf6o3P63nCVwG
|
|
Raznikov - Kazan - ML Lections
|
|
https://vk.com/machine_learning_kfu
|
|
https://www.youtube.com/channel/UCcY6LFZNgZHR2skk4K_-PKw
|
|
https://www.youtube.com/playlist?list=PL6-BrcpR2C5RYoCAmC8VQp_rxSh0i_6C6
|
|
MIPT - Dorofeev - Neural Net Technologies
|
|
https://www.youtube.com/playlist?list=PLHOMZXOczEYMXTOZRP4-pVzttVKs6MHSa
|
|
https://drive.google.com/drive/folders/188NNm7KPow6x7SzhzeRJpo3FXu1O2ib-
|
|
MIPT - Vlasov - ML
|
|
https://www.youtube.com/playlist?list=PLHOMZXOczEYPPyq_L7RcEwo4r0YQzEE4p
|
|
https://github.com/ml-dafe/ml_mipt_dafe_minor
|
|
VSHE - ML
|
|
https://www.youtube.com/playlist?list=PLEqoHzpnmTfDwuwrFHWVHdr1-qJsfqCUX
|
|
MIPT - FIVT - Applied ML Course 4
|
|
https://www.youtube.com/playlist?list=PL4_hYwCyhAvYvuHz_PKlEV-kOsK2bwUBg
|
|
MIPT - FIVT - Neichev - ML Course 3
|
|
https://www.youtube.com/playlist?list=PL4_hYwCyhAvasRqzz4w562ce0esEwS0Mt
|
|
Brovko - ML
|
|
https://www.youtube.com/playlist?list=PLwwk4BHih4fgeBNLlWE3MUlyKMzPZhmX9
|
|
Berkeley
|
|
https://inst.eecs.berkeley.edu/~cs188/fa18/
|
|
Intel - TF
|
|
https://software.intel.com/en-us/ai/courses/tensorflow
|
|
RomanovSlinko - ML & CV
|
|
https://www.youtube.com/playlist?list=PLwwk4BHih4fj4DyxylZTHcdYk3L2MC2pa
|
|
2018
|
|
MFTI - Vlasov
|
|
https://www.youtube.com/playlist?list=PLHOMZXOczEYMJ2AOakOdqwZ1Y-RXCs0U5
|
|
https://www.youtube.com/playlist?list=PLHOMZXOczEYOc5PHIIUp1ByP1LeLmxCFh
|
|
https://github.com/VlasovKirill/ml_mipt_dafe_minor
|
|
https://drive.google.com/drive/folders/1aRUNkV-3njrbSD2frVjk2Tf3aAIa_02_
|
|
MFTI - Dorofeev
|
|
https://www.youtube.com/playlist?list=PLHOMZXOczEYMXTOZRP4-pVzttVKs6MHSa
|
|
https://drive.google.com/drive/folders/188NNm7KPow6x7SzhzeRJpo3FXu1O2ib-
|
|
VSHE - Schurov
|
|
https://www.youtube.com/channel/UC8wh_LB6mxOFYadH2l27P2Q
|
|
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
|
|
Nikolenko - ML at Lectorium
|
|
https://www.youtube.com/playlist?list=PL-_cKNuVAYAWXoVzVEDCT-usTEBHUf4AF
|
|
MFTI - ML
|
|
https://www.youtube.com/playlist?list=PL0Ks75aof3Ti5IBKAD4234VkMVnI4ecky
|
|
FPMI
|
|
https://www.youtube.com/channel/UCFTNoZYjkg-3LZTHrHfV1nQ/playlists
|
|
CMU - NN
|
|
https://www.youtube.com/channel/UC8hYZGEkI2dDO8scT8C5UQA
|
|
https://www.youtube.com/playlist?list=PLp-0K3kfddPyH44FP0dl0CbYprvTcfgOI
|
|
https://www.youtube.com/playlist?list=PLp-0K3kfddPwJBJ4Q8We-0yNQEG0fZrSa
|
|
https://www.youtube.com/watch?v=Qbztx1CfSfo
|
|
https://www.youtube.com/watch?v=zlnQyxiEGNM
|
|
https://www.youtube.com/watch?v=HyjB2uMZK5k
|
|
AI and ML history
|
|
https://www.youtube.com/playlist?list=PLDCR37g8W9nHI3LDgZ6xRexrCHgUzBnvz
|
|
Notes of Ng - Intro to DeepLearning
|
|
https://www.slideshare.net/TessFerrandez/notes-from-coursera-deep-learning-courses-by-andrew-ng
|
|
Python for Data Analysis
|
|
https://www.youtube.com/channel/UCVZrIrWtcvTzYlrNx7RcDyg
|
|
https://github.com/cuttlefishh/python-for-data-analysis
|
|
|
|
2017
|
|
Small...
|
|
https://vk.com/wall-54530371_62307
|
|
Shamin:
|
|
https://www.youtube.com/channel/UCwUntaFteJeGbyDgF9eN_tw
|
|
https://www.youtube.com/playlist?list=PLEaWFQiR5rGP2lbmBaybBWmBqvM6XlknL
|
|
https://www.youtube.com/playlist?list=PLEaWFQiR5rGNfZJia5f5Fwk2Wzx1SyusF
|
|
Jay - Deep Learning Concepts
|
|
https://www.youtube.com/playlist?list=PLX-LrBk6h3wQKdrSyGZeN9m4I3n_bDmzg
|
|
Oxford
|
|
https://github.com/oxford-cs-deepnlp-2017/lectures
|
|
ComputerScienceCenter 2017 - ML
|
|
https://www.youtube.com/playlist?list=PLlb7e2G7aSpSSsCeUMLN-RxYOLAI9l2ld
|
|
CMU
|
|
https://www.youtube.com/playlist?list=PLpIxOj-HnDsOSL__Buy7_UEVQkyfhHapa
|
|
https://www.youtube.com/playlist?list=PLpIxOj-HnDsPfw9slkk0BfwuiNEYVnsd_
|
|
Shamin - MIAN
|
|
http://www.mathnet.ru/conf1243
|
|
https://www.youtube.com/playlist?list=PLEaWFQiR5rGP2lbmBaybBWmBqvM6XlknL
|
|
OpenDataScience - ML Course
|
|
https://github.com/Yorko/mlcourse_open
|
|
https://habrahabr.ru/company/ods/blog/334960/
|
|
https://www.youtube.com/channel/UCgGADKKGalfwSNbpSyM5ryg
|
|
MailRu - Neural Nets in ML
|
|
https://habrahabr.ru/company/ods/blog/344044/
|
|
https://habrahabr.ru/company/mailru/blog/344982/.com.-neyronnye-seti-v-mashi
|
|
https://www.youtube.com/playlist?list=PLrCZzMib1e9oOGNLh6_d65HyfdqlJwTQP
|
|
https://vk.com/videos-75410445?section=album_3
|
|
https://medium.com/open-machine-learning-course
|
|
Lectorium - ML (misc stuff)
|
|
https://www.youtube.com/playlist?list=PL-_cKNuVAYAVwvhnk-6V22MvKDWNrkXDJ
|
|
Utah
|
|
https://www.youtube.com/playlist?list=PLbuogVdPnkCp_NoCPNUP18mbSUCplf9D0
|
|
https://www.youtube.com/playlist?list=PLbuogVdPnkCoAsjNMeh_1W8LlK06u91r1
|
|
https://www.youtube.com/playlist?list=PLbuogVdPnkCpJorD_CeIqRrYsdF-i-APC
|
|
https://www.youtube.com/playlist?list=PLbuogVdPnkCrK5Y-UOG6KCMgw498LtmIf
|
|
https://www.youtube.com/playlist?list=PLbuogVdPnkCpH0_nLD5bumuM56ZQSjvIB
|
|
Kuralenok
|
|
https://www.youtube.com/playlist?list=PLlb7e2G7aSpSSsCeUMLN-RxYOLAI9l2ld
|
|
Abbakumov (ru) - R-based:
|
|
https://www.youtube.com/playlist?list=PLlb7e2G7aSpTh7pQG8ek1Uv5-zatv84vY
|
|
CMTV - NN Simple
|
|
https://www.youtube.com/playlist?list=PLDywto_IU4_4nP7LUZRzQ5QKoglE-WBtT
|
|
|
|
2016
|
|
Howard - Practical DL for coders
|
|
https://www.youtube.com/playlist?list=PLfYUBJiXbdtS2UQRzyrxmyVHoGW0gmLSM
|
|
http://course.fast.ai/
|
|
https://github.com/fastai/courses
|
|
http://wiki.fast.ai/index.php/Main_Page
|
|
Stepik - Brovko - NNs 2016
|
|
https://stepik.org/course/401
|
|
https://www.youtube.com/playlist?list=PLwwk4BHih4fjZmSEwx_RcR1na6cQiV90z
|
|
ComputerScienceCenter 2016 - ML
|
|
https://www.youtube.com/playlist?list=PLlb7e2G7aSpSWVExpq74FnwFnWgLby56L
|
|
CMU - Wasserman - Statistical ML
|
|
http://www.stat.cmu.edu/~larry/=sml/
|
|
https://www.youtube.com/playlist?list=PLTB9VQq8WiaCBK2XrtYn5t9uuPdsNm7YE
|
|
|
|
Kovalevski - only last 3 videos
|
|
https://www.youtube.com/playlist?list=PLsQAG1V_t58COuo7oRYsvdvwa9mfUK8RS
|
|
CMTV
|
|
https://www.youtube.com/playlist?list=PLDywto_IU4_4nP7LUZRzQ5QKoglE-WBtT
|
|
|
|
MIPT - RUDN - Kantor - Data Mining in Action !!!
|
|
http://datamininginaction.ru/
|
|
https://vk.com/data_mining_in_action
|
|
https://github.com/vkantor/MIPT_Data_Mining_In_Action_2016
|
|
https://www.youtube.com/channel/UCop3CelRVvrchG5lsPyxvHg/
|
|
https://www.slideshare.net/xeadwl/lecture-1-introduction-66914456
|
|
VSHE - Sokolov
|
|
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
|
|
https://github.com/esokolov/ml-course-hse
|
|
https://www.lektorium.tv/lecture/31402
|
|
https://www.youtube.com/watch?v=ZyRJ9EMWztg
|
|
Kuralenok
|
|
https://www.youtube.com/playlist?list=PLlb7e2G7aSpSWVExpq74FnwFnWgLby56L
|
|
|
|
MailRu2015 - DataMining
|
|
https://www.youtube.com/playlist?list=PLrCZzMib1e9pXgyJ8Y9Io4AocGy66pj1X
|
|
|
|
2014
|
|
MSU-Technosphere !!!
|
|
https://www.slideshare.net/Technosphere1/presentations
|
|
MailRu2014 - DataMining
|
|
https://www.youtube.com/playlist?list=PLrCZzMib1e9pyyrqknouMZbIPf4l3CwUP
|
|
Shad2014 - Vorontsov
|
|
https://www.youtube.com/playlist?list=PLJOzdkh8T5kp99tGTEFjH_b9zqEQiiBtC
|
|
Shad2012 - Vorontsov
|
|
https://www.youtube.com/playlist?list=PLJOzdkh8T5kpGiIQttuMwo3jLciewjd7R
|
|
|
|
2013
|
|
Kuralenok - ML
|
|
https://www.youtube.com/playlist?list=PLwwk4BHih4fiW5DSoT1dwmj8-waqe-DMX
|
|
|
|
2012
|
|
Kuralenok - Lectorium - ML
|
|
https://www.youtube.com/playlist?list=PL-_cKNuVAYAV8HV5N2sbZ72KFoOaMXhxc
|
|
https://www.youtube.com/playlist?list=PLwwk4BHih4fj4uw9fKjU8AaDtCgBcPs23
|
|
|
|
2010
|
|
MIT - Windton - 6.034 Artificial Intelligence !!!
|
|
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/
|
|
https://www.youtube.com/playlist?list=PLUl4u3cNGP63gFHB6xb-kVBiQHYe_4hSi
|
|
|
|
Vorontsov
|
|
http://www.machinelearning.ru/wiki/images/6/6d/Voron-ML-1.pdf
|
|
https://www.coursera.org/learn/vvedenie-mashinnoe-obuchenie
|
|
https://www.coursera.org/specializations/machine-learning-data-analysis
|
|
ML - step to digital economy:
|
|
https://www.youtube.com/watch?v=H5waFQ1ARF8
|
|
Shad2014 - Vorontsov
|
|
https://www.youtube.com/playlist?list=PLJOzdkh8T5kp99tGTEFjH_b9zqEQiiBtC
|
|
Shad2012 - Vorontsov
|
|
https://www.youtube.com/playlist?list=PLJOzdkh8T5kpGiIQttuMwo3jLciewjd7R
|
|
|
|
Optimization in ML
|
|
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
|
|
Convex
|
|
https://web.stanford.edu/~boyd/cvxbook/bv_cvxbook.pdf
|
|
|
|
TensorFlow - ML
|
|
https://developers.google.com/machine-learning/crash-course/
|