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Learner Reviews & Feedback for Structuring Machine Learning Projects by

43,402 ratings
4,886 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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3076 - 3100 of 4,834 Reviews for Structuring Machine Learning Projects

By k s k t

Jan 17, 2018

Really nice Insights.

By 伯安 张

Nov 21, 2017


By Brendan M

Nov 13, 2017

Great course content!

By Jonatan A

Oct 19, 2017

Excellent and useful!

By KuanTing C

Sep 22, 2017

Practical and useful.

By Ivan S

Sep 19, 2017

Great practical tips!

By Gustau F E

Sep 14, 2017

Approach true cases !

By Yunxiang L

Sep 03, 2017


By nitin b

Aug 25, 2017

Excellent one again !

By Raakesh S

Jun 26, 2020

Really a good course

By praveena

May 22, 2020

Very nice and thanku

By Dhruvkumar K

May 07, 2020

thats what i need is

By Sachin N

Apr 19, 2020

Lot of good coceptts

By Muhan L

Apr 03, 2020

case study is great!


Oct 13, 2019


By William G

Jun 21, 2019

Really interesting !


Mar 25, 2019

A practical course!!

By Hassan E

Jan 14, 2019

Very nice content :)

By Johnson N

Oct 21, 2018

Andrew Ng is magical

By Vuu T N

Oct 15, 2018

well done Andrew Ng!

By Mostafa A A E

Apr 13, 2018

very powerful course

By TengfeiShen

Mar 04, 2018


By Shangyu Y

Jan 07, 2018

Wonderful experience

By Shanshan W

Dec 21, 2017

Awesome, as always!!

By Yury K

Dec 13, 2017

Improve iPad support