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Learner Reviews & Feedback for Structuring Machine Learning Projects by

39,190 ratings
4,304 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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3776 - 3800 of 4,259 Reviews for Structuring Machine Learning Projects

By Luis E G

Dec 23, 2019

A little bit boring and repeated info., but still valuable stuff.

By Lili W

Aug 20, 2018

Tooo much time to repeat boring things...but still a good lesson!

By Nicholas K

May 14, 2018

Worthwhile: good info and the practical aspects of tuning models.

By Alexander Y B

Apr 24, 2018

Good for understand how to spend your time on DL projects I guess

By Kunkyu L

Sep 15, 2017

It's difficult for me, so I have to retake 3 course, when I need.

By harm l

Sep 10, 2017

Theoretical insights in strategic development of your ML project.

By Ziyi

Nov 19, 2018

The answer of Questions from quiz 2 seems to be not so confident

By Mohit K

Jun 29, 2018

Superbly discussed practical problems in the field of ML and DL.

By Ch N

Sep 11, 2017

A programming assignment could be included to learn more better.

By Raimondo M

Apr 07, 2020

I would have liked some Python assignments on Transfer Learning

By Hamzah A

Sep 07, 2019

It would be better to have some hands on assignment or quizzes.

By Mehmet N

Jan 04, 2019

Some questions/answers of the quizzes were not accurate enough.

By Erik B

May 04, 2018

Provides a more scientific approach into hyperparameter tuning.

By Qihang S

Mar 25, 2018

I hope that in Course 3 there are some programming assignments.

By Ashwani K

Apr 27, 2020

Nicely explained the concepts and importance of error analysis

By Su L

Mar 15, 2020

Volumns of different vedios are different. Some are too small.

By Yue Z

Feb 23, 2020

complementary material for the book "machine learning yarning"

By Pankaj R

Mar 12, 2018

Lot of theory was their. Good but felt asleep after some time.

By Wenhai Z

Nov 28, 2017

I would wish there were more programming practice assignments.

By Kyle H

Oct 23, 2017

Contained all good content, there just wasn't very much of it.

By Paweł P

Oct 11, 2019

Good overview of the problems occuring while training models.

By Sathiraju E

May 25, 2019

Thank you, Andrew.

This course was very helpful though theory.

By Daniel Z

Aug 15, 2018

Good course. It would be better with programming assignments.

By Antonio H

Jul 02, 2018

I could not do the flight simulator test, it was not working.

By Youjiang Y

Jan 16, 2018

It will be really nice if there is assignment for this course