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Learner Reviews & Feedback for Structuring Machine Learning Projects by

42,174 ratings
4,734 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.


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.

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3201 - 3225 of 4,687 Reviews for Structuring Machine Learning Projects

By Subhash C S

Oct 16, 2019

Great learning

By nayeem s

Jul 27, 2019

Awesome course

By Jordi N

Jul 06, 2019

i love cookies

By etangyushan

Jun 21, 2019

good good good

By 胡纲

Dec 09, 2018


By Michèle W

Nov 10, 2018

Learned a lot.

By 王华嘉

Aug 01, 2018

It‘s great’ !!

By Brian N

Jul 10, 2018

Great course!!


May 05, 2018

Really enjoyed

By 吴雅婷

Apr 24, 2018


By Mohit K A

Mar 08, 2018

Amazing course

By Keerthivasan A

Feb 20, 2018

Good insight !

By Le X

Jan 25, 2018

so far so good

By Adarsh K J

Jan 21, 2018

awesome course

By Ranet P

Dec 04, 2017

Good as always

By 刘斌

Nov 02, 2017

It's so great!

By Bruce J

Oct 30, 2017

Good as usual!


Oct 27, 2017

Thanks a lot !

By andy d

Oct 20, 2017

very practical

By lijianfighting

Oct 19, 2017


By Brandon W

Sep 17, 2017

Learned a lot.

By Deekshith B

Sep 07, 2017

NG is the best

By Zian Z

Aug 05, 2020

Great course!

By Zaw M K

Aug 05, 2020

Very helpful!

By Daisy D

Aug 01, 2020

Great course!