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Learner Reviews & Feedback for Structuring Machine Learning Projects by

40,847 ratings
4,528 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


Mar 31, 2020

It is very nice to have a very experienced deep learning practitioner showing you the "magic" of making DNN works. That is usually passed from Professor to graduate student, but is available here now.


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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2951 - 2975 of 4,484 Reviews for Structuring Machine Learning Projects

By Isha V

May 24, 2020

excellent course


May 19, 2020

fantastic course


May 16, 2020

excellent course

By Sachin M

May 01, 2020

Great course !!!

By Ben B

Apr 12, 2020

Great, as usual.

By Sebastian Q

Mar 22, 2020


By Bavalpreet S

Mar 09, 2020

amazing insights

By Benjamin C

Feb 23, 2020

Amazing content!

By Fabrice H T

Feb 04, 2020

Great Courses!!!

By Firdaus I S

Oct 19, 2019

very good course

By suraj

Oct 14, 2019

Very Good course


Oct 06, 2019

Very good course

By Samart M

Aug 25, 2019

Always excellent

By Rajiv J

Jul 07, 2019

Very informative

By Mallikarjun C

Mar 01, 2019

Excellent course

By Ruiliang L

Jan 09, 2019

Very useful tips

By Vikas K

Dec 29, 2018

must have course

By Babu V

Dec 24, 2018

Thanks Andrew :)

By hrsu

Dec 04, 2018

learning so much

By 韩颖君

Nov 12, 2018

very good thanks

By Veeresh S

Nov 10, 2018

Excellent course

By twice154

Nov 08, 2018

very good course

By Amrit P S

Sep 30, 2018

Great insights !

By Александр

Sep 01, 2018

Amazing teacher!

By Mohamed B

Aug 27, 2018

Very good course