返回到 Mathematics for Machine Learning: Linear Algebra

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In this course on Linear Algebra we look at what linear algebra is and how it relates to vectors and matrices. Then we look through what vectors and matrices are and how to work with them, including the knotty problem of eigenvalues and eigenvectors, and how to use these to solve problems. Finally we look at how to use these to do fun things with datasets - like how to rotate images of faces and how to extract eigenvectors to look at how the Pagerank algorithm works.
Since we're aiming at data-driven applications, we'll be implementing some of these ideas in code, not just on pencil and paper. Towards the end of the course, you'll write code blocks and encounter Jupyter notebooks in Python, but don't worry, these will be quite short, focussed on the concepts, and will guide you through if you’ve not coded before.
At the end of this course you will have an intuitive understanding of vectors and matrices that will help you bridge the gap into linear algebra problems, and how to apply these concepts to machine learning....

CS

2018年3月31日

Amazing course, great instructors. The amount of working linear algebra knowledge you get from this single course is substantial. It has already helped solidify my learning in other ML and AI courses.

NS

2018年12月22日

Professors teaches in so much friendly manner. This is beginner level course. Don't expect you will dive deep inside the Linear Algebra. But the foundation will become solid if you attend this course.

篩選依據：

創建者 Mathew S

•2021年6月23日

Forums are a bit dead. Most helpful (and frequent) answers are a link to khan academy videos explaining the same thing, but better.

創建者 Justina N

•2020年8月6日

The final module went too fast and skipped over a lot of explanation. this really does under the good parts up to week four.

創建者 Graham G

•2020年3月26日

Not nearly enough detail on the concepts. I had to watch all of Khan Academy's Linear Algebra course to understand.

創建者 Roy M K

•2021年2月3日

There are few or no worked out examples, making it hard to solve quizes.

創建者 Achal A

•2021年8月23日

more reading content is needed

創建者 Rishabh J

•2019年2月27日

Not as challenging. Too basic

創建者 Andrey L

•2021年3月23日

Not for the beginner at all

創建者 Yash G

•2019年12月14日

not clearly explained

創建者 Wei T L

•2019年7月10日

it is too expensive

創建者 Sreeja D

•2020年11月27日

Tough syllabus.

創建者 Petey C

•2021年8月22日

This course is seriously lacking. I spent almost all of my time on Khan Academy due to the horribly high-level video lectures. The lectures in this course threw out strategies and ideas without explanation of the foundational mathematics behind them. Then the students are expected to apply these unexplained strategies to complex problems in the quizzes.

On the other hand, the programming assignments were a joke. They provided zero learning experience as everything needed to solve the assignments was provided in the already completed sections of code. Minimal thought was involved. This course needs a serious overhaul. These are complex topics that require more than a 4-10 minute video to explain. I understand that this is not an actual college course, and as such the professors cannot go as in depth comparatively. However, in its current state, this course has given me little understanding of linear algebra. I would suggest potentially increasing the price of the course so more in-depth lectures can be provided.

創建者 NG, S L

•2021年6月1日

This is absolutely not a beginner's course. The professors did well at explaining but there is a huge gap between what I've heard and what I've done in the exercises. There is not enough information to complete the exercises. When they recommended Khan Academy as a reference source, I feel that it should be a complete whole alternative set of source instead of a supplementary source because Khan Academy explains much slower but in-depth. 5 weeks is not enough for me to go from scratch to an advanced learner. I couldn't retain what I've learnt too because all I heard were words that mean nothing to a novice like me.

創建者 Kim K

•2020年9月18日

I wish I had read the most recent reviews for this course. I thought that by taking an online course, they would have produced a course that had a logical flow to it. I was trying to get caught up on some math that I missed taught by a TA that was all over the place. This was the wrong platform. I had to figure out what the first teacher was talking about by going online and learning it there. I was looking for a structured course that would teach me some basics. Not worth the money.

創建者 Chris D

•2020年2月28日

The lectures don't cover the material in the quizzes. The only supplemental material is a single, incomplete formula sheet. In fact, it's hard to see what resources they are trying to provide other than a forum where other users fill in the many gaps and suggest alternate sources of information. Maybe it picks up significantly in weeks 4 and 5, but after going through weeks 1-3, spending most of my time trawling the forums and looking for study/learning materials on other sites, I'm done.

創建者 Lea S

•2020年7月19日

While the course gave a rather high-level theoretical view of several concepts, the quizzes were based in applying those theories. Without examples of how to apply the theories, I don't feel I have a good understanding of the concepts or how they can be useful in real-world scenarios. I needed to use other resources to actually understand the concepts to be able to complete the course, which made the course rather frustrating and useless.

創建者 John D

•2019年6月30日

Overall, rushed and poorly explained. It attempts to condense a semester-long course into laughably short videos (maybe 30 mins per "week"). If you had linear algebra before, probably won't be very challenging. But if you haven't... there is no help/explanation to the quizes and the message boards are filled with unanswered questions. Essentially, this course builds a very shaky foundation.

創建者 Tom D

•2020年5月10日

The lectures will cover basic principles and then rather than build on basic principles to solidify the knowledge with practice and repetition, this goes straight to extremely challenging scenarios and me banging my head against a wall. Many comments within the forums are from other students like me who had to access external resources to bridge the gaps.

Not worth the time.

創建者 Gemma G

•2021年3月8日

Do not bother with this course. There are some amazing free resources on youtube (3 blue 1 brown, and rootmath are two). This is poorly explained, the grading system is ridiculous and buggy, there is zero support from the tutors. Worst Coursera course I have ever taken.

創建者 Aerrow N

•2021年8月28日

There is no support or interest from the creators to help you through and the automatic grading scripts are erroring out. You will never complete the course as the final assignment wont work at all and no one will help.

創建者 Rajeesh O T

•2020年10月1日

to be honest it was not that understandable i had to go through other materials and videos to get some concepts. i think I speak for a few portion of people who too would have felt the same!

創建者 Rawitch M

•2020年4月14日

Unclear explanation, week 3 final assignment is a huge discouraging no matter how you can do the previous exercise with ease or not. Maybe this course is not for me.

創建者 Ian G

•2019年12月18日

Bad content and broken links run otherwise adequate lectures. Fortunately I was taking this course as a refresher--there are much better ways to learn linear algebra

創建者 Cindy C

•2020年7月5日

Didn't thoroughly explain concepts. Tested on concepts not covered. I regularly needed to go to Khan Academy videos to fill in the gaps this course has.

創建者 Kimberely C

•2019年12月19日

Not very good. Had to use YouTube as I had no knowledge of Python. Needs to have more examples and walk you through Python to be able to understand.