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Learner Reviews & Feedback for Structuring Machine Learning Projects by

43,614 ratings
4,911 reviews

About the Course

You will learn how to build a successful machine learning project. If you aspire to be a technical leader in AI, and know how to set direction for your team's work, this course will show you how. Much of this content has never been taught elsewhere, and is drawn from my experience building and shipping many deep learning products. This course also has two "flight simulators" that let you practice decision-making as a machine learning project leader. This provides "industry experience" that you might otherwise get only after years of ML work experience. After 2 weeks, you will: - Understand how to diagnose errors in a machine learning system, and - Be able to prioritize the most promising directions for reducing error - Understand complex ML settings, such as mismatched training/test sets, and comparing to and/or surpassing human-level performance - Know how to apply end-to-end learning, transfer learning, and multi-task learning I've seen teams waste months or years through not understanding the principles taught in this course. I hope this two week course will save you months of time. This is a standalone course, and you can take this so long as you have basic machine learning knowledge. This is the third course in the Deep Learning Specialization....

Top reviews


Jul 02, 2020

While the information from this course was awesome I would've liked some hand on projects to get the information running. Nonetheless, the two simulation task were the best (more would've been neat!).


Nov 23, 2017

I learned so many things in this module. I learned that how to do error analysys and different kind of the learning techniques. Thanks Professor Andrew Ng to provide such a valuable and updated stuff.

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3401 - 3425 of 4,855 Reviews for Structuring Machine Learning Projects

By Oleksii N

Dec 16, 2017

Thanks a lot!

By Arun S

Nov 19, 2017

Great course!

By Luqi K

Oct 27, 2017


By guanghuiqi

Oct 22, 2017


By hangtian.jia

Oct 21, 2017

nice lectures

By André W

Oct 18, 2017

Great course!

By Grover H S S

Sep 25, 2017

Great course!

By Dong Y

Sep 16, 2017

Great course.

By Damien C

Sep 09, 2017

super useful.

By lee

Aug 24, 2017

I respect you

By yechunnan

Aug 22, 2017

Great course!

By Haegwan K

Aug 19, 2017

It was great.

By Steeve B

Aug 11, 2017

I want more!!


Sep 25, 2020

Very usefull

By raktim m

Sep 10, 2020

Very Helpful

By Md A A A

Aug 26, 2020

Very helpful

By Mrwan A H M

Jul 08, 2020

Thanks a Lot

By 沈志豪

Jun 27, 2020

Good course.


Jun 18, 2020

very helpful

By shivam g

Jun 14, 2020

great course

By Shailesh K

May 17, 2020

Just awesome

By Daniel J O

May 02, 2020

Very useful!

By Mohamed B

Apr 27, 2020

Great course

By Saugat B

Apr 21, 2020

great course

By Akash K V

Apr 15, 2020

very precise