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Learner Reviews & Feedback for Structuring Machine Learning Projects by

43,456 ratings
4,891 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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3151 - 3175 of 4,840 Reviews for Structuring Machine Learning Projects

By Joe P

Feb 26, 2019

Very useful course

By imran s

Feb 17, 2019

Well explained !!!

By Fangyao S

Feb 11, 2019

Nothing but great!

By June L

Feb 10, 2019

Extremely helpful!

By Anish R P R

Dec 01, 2018

Excellent material

By ayoub e

Oct 08, 2018

Thank you coursera

By Rebeen A H

Sep 28, 2018

really nice course

By Ram

Sep 02, 2018

Very useful course

By Kuei P H

Jun 22, 2018


By Eugene W

Mar 07, 2018

Wonderful insights


Oct 05, 2017

Easy to understand

By Prasenjit P

Oct 01, 2017

thanks professor!!

By Hardeep A

Sep 10, 2017

Excellent insights

By Lucas A F

Aug 30, 2020

Excellent course!

By Vaibhav Y T

Aug 21, 2020

Excellent Course!

By Arpit P

Jul 11, 2020

Must Learn Course

By karan L

Jun 29, 2020

Very nice course.


Jun 11, 2020

Quite informative

By Nikita

May 30, 2020

Nicely Explained.

By Juan D

May 18, 2020

Excellent course!

By Daniel G

May 05, 2020

Great as usual :)

By Mustafa H B

Apr 30, 2020

Excellent Course.

By Ahmed A G

Apr 04, 2020

Andrew is awesome

By marzieh

Mar 05, 2020

Amazing.Thanks <3

By Cristian D

Mar 03, 2020

Excellent content