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Learner Reviews & Feedback for Structuring Machine Learning Projects by DeepLearning.AI

44,224 ratings
4,987 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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2951 - 2975 of 4,936 Reviews for Structuring Machine Learning Projects

By Niel R

Nov 10, 2017

Good, practical information.

By Ranga P C

Sep 24, 2017

Excellent practical learning

By Zhilei L

Sep 04, 2017

Thanks Andrew and his group.

By Tomas S

Aug 28, 2017

Great course, very helpfull!

By manish l

Aug 26, 2017

Very informative and useful.

By Olorato M

Aug 18, 2017

I learnt a lot from this....

By Mauricio M

Jun 27, 2020

Really valuable information

By Amir d

Jun 03, 2020

That was Awesome !!!!!!!!!!


May 23, 2020

Good practical information.

By 羅翊誠

Feb 29, 2020

great course for ML design!

By 刘雪萍

Sep 04, 2019

I love the quizz, Thank you

By Iskra

Jul 25, 2019

enjoyable, educative course

By Gourav S

Jun 22, 2019

nothing less than brilliant

By Quan S

May 28, 2019

Instructive course! Thanks!

By mvpzhao

Nov 12, 2018

very good, thanks Andrew Ng

By Zheng T

Jun 08, 2018

Case study is well deployed

By Aruna J

Apr 20, 2018

Nice content, well arranged

By Guo L

Apr 19, 2018

Concise and very helpful!!!

By BrianChen

Mar 10, 2018

This course is very useful.

By Mostafa A

Nov 26, 2017

very insightful information

By Stephen S

Nov 18, 2017

once again excellent course

By 李珂

Nov 17, 2017

Very useful. Thanks Andrew!

By Brad H

Oct 24, 2017

Fantastic course, as always

By Katharina K

Oct 20, 2017

The material is invaluable.

By Luis M C S

Oct 07, 2017

This was extremely valuable