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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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3376 - 3400 of 4,854 Reviews for Structuring Machine Learning Projects

By Nitish S

Oct 24, 2019

Great Course!

By Sedat K

Sep 18, 2019

Thank you!!!!

By 区冠文

Sep 02, 2019


By znyuan

Aug 27, 2019


By Yasser B

Aug 17, 2019

very awesome.

By Shimin Z

Apr 22, 2019

nice courses!

By Marilson C

Mar 28, 2019

Great course.

By To P H

Jan 18, 2019

Great course!

By Javier S F

Jan 10, 2019

Great course!

By Jabberwoo

Nov 26, 2018

Great course!

By Vikas

Oct 03, 2018

Best course .

By Alexander Z

Sep 13, 2018

Great Course!

By fengdeyiji

Sep 06, 2018

benefit a lot

By 冯申翔

Aug 27, 2018

very helpful!

By Wentao H

Jul 06, 2018

great course!

By stanley

Jul 05, 2018

Great course.

By AyaHamdy

Jun 02, 2018

Thanks Andrew

By Elie G

Mar 25, 2018

very helpful.

By Sui X

Feb 21, 2018


By Luping Y

Feb 13, 2018

Great course.


Jan 20, 2018

Great course.

By Dongxu Y

Jan 15, 2018

thanks a lot!

By Li Z

Dec 29, 2017

Useful class!

By Trinh Q N

Dec 21, 2017

Great course.

By Oleksii N

Dec 16, 2017

Thanks a lot!