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Learner Reviews & Feedback for Structuring Machine Learning Projects by

43,542 ratings
4,901 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


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.


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!).

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3126 - 3150 of 4,850 Reviews for Structuring Machine Learning Projects

By Azamat K

Aug 07, 2018

Very useful course.


Jul 10, 2018

Very helpful stuff!

By saurabh b

Jun 13, 2018

Thank you Coursera!

By Mohamed H Y

May 08, 2018

very helpful course


Feb 24, 2018

Easy understandable

By Jinil C S

Feb 02, 2018

Good. Learned a lot

By Changyao C

Jan 11, 2018

Andrew is the best!

By 蜗牛爱上星星

Jan 05, 2018


By Devashish S

Dec 11, 2017

Excellent insights!

By Eranda B

Nov 21, 2017

Professor Andrew <3

By Jin M

Oct 29, 2017

Very Good and Deep.

By Jeff W H

Oct 19, 2017

Very good insights!

By Oğuzcan Z

Oct 15, 2017

Very helpful course

By 小林Andy

Oct 08, 2017


By Cristian E M V

Oct 08, 2017

Very good lectures!

By Divyansh J

Sep 03, 2017

Best of all three!!

By linhanxiao

Aug 13, 2017


By Abdelrahman E

Sep 23, 2020

awesome strategies

By Aleksandrs Z

Sep 13, 2020

Amazing course!!!!

By Carlos L

Aug 07, 2020

Fantastic content!

By radhika

Jun 29, 2020

excellent delivery

By Hormoz A

Jun 28, 2020

I could learn more


May 30, 2020

Nice case studies!

By vaibhav k

May 26, 2020

it was very useful

By German S

May 16, 2020

Very nice overview