Hi.
Study Mat. statistics in the context of "machine learning". In many courses and tutorials that I come across, mention only the method used or the criterion (from the books I looked through at least five with the words, "Mat. statistics" in the title of the topics on the toaster at least
Recommend a math book? and
How to understand math and statistics?).
Examples of common concepts: RSS (residual sum of squares), gradient descent, logistic regression etc
With RSS, I figured out via video on khanacademy, on the descent I found a good explanation on the channel
"Artificial Intelligence and Machine Learning". But until they are found... and how many more of those ahead. Quite tedious to look for work.
Tell me, please, resource, book, blogs, where is the conclusion meet formulas.
Thank you.
In the given links on the topic of statistics mentioned:
- Grigory Ivchenko, Y. Medvedev, "Introduction to mathematical statistics" (not found in the vastness)
- Yermolaev O. Y. "Mathematical statistics for psychologists" (the notorious "magic is calculated according to the formula")
I watched and other literature on the subject, but just the names-the names do not remember. From this sad experience is growing doubt that the book Ivchenko same justification is (some no representative sample available)
For the course I stepic has already been recorded, thank you (not the fact that there will be justification given, but there is hope.) - josefina_Wunsch commented on July 9th 19 at 13:58
Understand a simple fact before reading the book which shows the formulas used for machine learning you need to learn many books on mathematical statistics. First master the elementary level, then proceed to something complicated. About Ermolaeva you wonder. The book, of course, elementary, but very well shown how to operate all sorts of criteria.
Here is another resource, which is a lot www.machinelearning.ru - orval_Predovic46 commented on July 9th 19 at 14:01
In order to learn something from books on mathematical statistics I want to know where were born the formulas used in them. Ie, I don't skip a step, and Vice versa, consider the Foundation. - josefina_Wunsch commented on July 9th 19 at 14:04
Mat. analysis - Yes.
measure theory - no. Be sure to take a look.
English at a good level, but. Only recently began to study the sources in mathematics and often confusing translations of concepts. The same RSS as MNK (with reservations) and the like. Yes, the same "why intersect" (this is by ear, I know that there is a "y") I understood in a minute, well, just didn't expect (I will explain just in case, it is about the "a" in lines of the form "ax + b").
Total - I would in the study of mathematics while avoiding books, but the most basic, not in Russian. - josefina_Wunsch commented on July 9th 19 at 14:13