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For students with data science major, i think you should copy some answers from other students. The materials are hard and his teaching is even worse than any other professors.In this case, you have to learn by yourself and spend almost all your spare time on this course.The homeworks are extremely challenging and take a lot of time. If you are tight on gpa requirement, I dont recommend taking it. The course is pretty hard, but the topics covered are cutting edge.I recommend it if you like math and would like to deepen your knowledge in probabilistic inference and advanced machine learning techniques. He thinks fast, talks fast (but very clear) and is very passionate about what he is teaching, which encourages you to keep up with him and want to know more.But for this course, only very hard working clever students may get A Don't take this class if you are looking for something easy or something to fulfill some requirements and don't take this class if you aren't willing to work hard.If you are interested in the material and put in the hours, the class is quite rewarding and covers a large portion of the relevant material in probabilistic graphical models.I wish the homework wasn't presented in terms of Sontags confusing non-standard formulations.You will have to do a loooooooot of homework to get even a B. He was always confident with his hard homework but actually his homework was copied from other universities, such as Stanford and UMass.

He is, unfortunately, too fond of his own inventions and usually makes things more complicated than they need be.

The course materials are well planned, it covers the basic graphical model stuff.

This guy still participated in mapping out the terrible syllabus even if he is not teaching the machine learning course.

In this poignant, intimate memoir, Nunez speaks of her gratitude for having had, as an early model, "someone who held such an exalted, unironic view of the writer's vocation." Published more than six years after Sontag's death, Sempre Susan is a startlingly truthful portrait of this outsized personality, who made being an intellectual a glamorous occupation.

However, he definitely knows his stuff when it comes to the topics in this course. Homeworks were not that bad The course has a lot of material and is hard to follow unless you only have one course to manage.

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