Matematika

Here we planning to collect materials about mathematics, statistics, probability

MachineLearning, DeepLearning, BigData etc.

You can offer to us interesting materials in telegram chat.

If you know russian, you can read materials on russian language


[Tech With Tim] Neural Networks & TensorfFlow Crash Course [ENG, 2020]



[Derek Banas] Learn Algebra

https://www.youtube.com/watch?v=B_WCI_A944E


[Derek Banas] Install Anaconda Windows

https://www.youtube.com/watch?v=a7Ylbn1ikF0


[Derek Banas] Install Anaconda MacOS

https://www.youtube.com/watch?v=2JeoNlCcLOM


[Derek Banas] NumPy Tutorial 2020

https://www.youtube.com/watch?v=8Y0qQEh7dJg


[Derek Banas] Statistics Tutorial


[Dr. Jon Krohn] Deep Learning with TensorFlow: Applications of Deep Neural Networks to Machine Learning Tasks [ENG, 2017]


https://www.oreilly.com/library/view/deep-learning-with/9780134770826/

https://github.com/the-deep-learners/TensorFlow-LiveLessons


Mathematics for Machine Learning

“We wrote a book on Mathematics for Machine Learning that motivates people to learn mathematical concepts. The book is not intended to cover advanced machine learning techniques because there are already plenty of books doing this. Instead, we aim to provide the necessary mathematical skills to read those other books.”

https://mml-book.com/

https://www.coursera.org/specializations/mathematics-machine-learning


Recomendation for beginning

[Paul J. Deitel] Python Fundamentals [ENG, 2019]

https://www.oreilly.com/library/view/python-fundamentals/9780135917411/

Here is course from 5 parts. Can be interesting as starting point. Here is material about ML, BigData etc. But course is boring.