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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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4426 - 4450 of 4,855 Reviews for Structuring Machine Learning Projects

By John K

Sep 19, 2017

I would have liked more hands o examples

By Zhen L

Sep 09, 2017

Provide many suggestions about practice.

By Michael F

Apr 20, 2018

I would have liked more coding modules.

By bhagam a

Mar 12, 2018

It was actually very nice and intuitive

By supperhpxd

Jan 07, 2018

will be better if more exercises,thanks

By Amit K J

Jun 04, 2020

Very nice organized content and quiz..

By Hrishikesh S

May 03, 2020

Less information on some of the topics

By 龚鑫

Jan 31, 2019


By Kesong C

Oct 03, 2018

Please add some programming practices!

By 陈国威

Jul 05, 2020

the course is beneficial for my study

By Lucas V

Jul 29, 2018

I wish there were practical exercises

By Ravi V

Apr 18, 2018

This topics needs more quizzes thanks

By Fabio B

Mar 18, 2019

Quite intresting and well explained


Jul 08, 2020

Should have some practical coding.

By Amrit R

Dec 28, 2019

Great course, but a bit redundant.

By Simin J

Sep 28, 2017

There are a couple of video issues

By Duvan A

Mar 04, 2019

Some videos have edition mistakes

By Zhao Y

Sep 15, 2018

Need programming practice!!!!!!!!

By Jeramia P

Sep 06, 2018

Videos are a little "unfinished."


Feb 11, 2018

should have a real tuning example

By Carlo A A D A

Jan 23, 2018

Some minor inaccuracies in videos

By Xinwei

Nov 06, 2017

this is a very practical course.

By Rutuja B

Aug 12, 2020

Great course! Best instructor!!

By Harold P

Jul 02, 2019

Could have been shorter videos.

By Vinay M

Sep 10, 2018

Though brief but really useful.