Does the Data science course covers foundational mathematics of Linear algebra, probability and statistics?
Yes, it does cover all the above mentioned topics. This is where it differs from the other courses!
But in the syllabus they have not mentioned linear algebra
No, Linear Algebra will not be covered here in FDS, but in upcoming ML course. Probability Theory and Statistics will be covered in FDS.