A lot of reading beyond the video lectures was required for me and some explanations could be more clear. Overall, a great course.

Well-detailed course and straight to the point. I enjoyed the course even though the programming assignments can be challenging

Excellent course it helps you understanding about linear algebra programming into real world examples by programming in python.

It would be great if the course is extended to 8 weeks, with the current week 4 spanning at least 3 weeks. Otherwise great.

Great course including many useful refreshers on foundational concepts like inner products, projections, Lagrangian etc.

This course is very helpful for me to understand Math for ML. Thank you Professors at Imperial College London so much!

Professor Deisenroth is amazing. Very tough course but appreciated all the derivations and explanations of concepts.

It was challenging but worth it to enhance the mathematic skills for machine learning. Thanks for the awesome course.

This was the toughest of the three modules. It gave me a strong foundation to continue pusrsuing machine learning.

This course was tough but awesome. Lots of things i learnt from this course. Great course indeed and worth doing.

The PCA part Was a bit tricky barely handle the concepts.

thank you imperial team for such interactive course

One of the most challenging course in my life - almost impossible without python and mathematics background.

Need more Effort to grasp the materials explained_-" you need to be patience,the lecturer is really on top

Excellent course ... Quite challenging, a little difficult but I have learned a lot ... Thank you ...

Amazing course and provides basic introduction for the PCA. Need for programming help in this course.

Great course. I appreciate the rigor and clear mathematical explanations provided by Dr. Deisenroth.

exellent course! nice python wokring enviroment and very good explanation at each topic. thank you!

Excellent and to-the-point explanations, useful assignments to make the concepts etched in memory

This course helped me in getting a deeper knowledge on Principal Component Analysis. Thank You.

concise and to the point. Might want to introduce a bit the technique of Lagrangin multiplier

This course cleared so many concepts and enabled me to further master the subject on my own.

I learnt a lot from this course and now I think I am much more familiar with this algorithm.

extremely informative and really help me understand the basic math in Machine learning

Course was challenging, so does the math. It was a very excellent learning experience!

This course is also so helpful, and the lecturer is so predominant on what he taught.