Dr. Mohamed Kadhem Karray has just delivered his lecture at the RGOSA seminar series, titled “Machine Learning Frameworks“.
The abstract of his talk is as follows:
“We aim to present the essential mathematical concepts and results of machine and deep learning. In this first lecture, we define precisely the Machine Learning (ML) frameworks and give the first results on “performance guarantee” of ML algorithms in the case of a finite class of hypothesis. The following lessons extend these results to the case of infinite classes (even of infinite dimension).”
Dr. Mohamed Kadhem Karray also has a Youtube channel in which he explains the mathematical aspects of Machine Learning.
Please find the seminar video attached, and the presentation slides below.