The material is challenging and requires mathematical maturity. The recorded lectures and reading material provided will help you a lot in learning the material. Learning the material also demands for a lot of self studying and even more so if you want to do well in the final exam and be able to do your assignments.

The Professor also makes the lectures interesting by sharing anecdotes and developments during his time at Bell Laboratories. You will love the course if you enjoy Probability.

This course requires strong mathematical background. Completing lecture notes and homework is far less enough. The instructor expects you finish all course readings and extra practice if you need a satisfactory grade. Don't take it unless you are very confident in challenging math problems. Otherwise the exam will surprise you.

The professor explains concepts very clearly, but the material can be challenging and requires a strong mathematical background. However, if you're willing to put in the effort to understand the math, you'll gain a solid grasp of the most important aspects of machine learning theory, which are crucial for research and future studies. Despite the difficulty of the content, the professor grades fairly.