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Learner Reviews & Feedback for Structuring Machine Learning Projects by

42,205 ratings
4,737 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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3326 - 3350 of 4,689 Reviews for Structuring Machine Learning Projects

By Huajiang L

Nov 22, 2017

Big picture.

By Apratim M

Nov 02, 2017

Great Course

By Lyu Y

Oct 29, 2017

Great course

By Alex B

Oct 14, 2017

Really great

By akash r

Oct 14, 2017

Very useful.

By viper

Oct 11, 2017


By Ang L

Oct 02, 2017

Very useful!


Sep 23, 2017


By 宋晓铭

Sep 16, 2017

very useful!

By Eric

Sep 15, 2017

very helpful

By Yusuf A

Aug 31, 2017

Great course

By Pratik S P

Aug 10, 2020

nice course

By Sukhaveerji G

Jul 19, 2020

good course

By Sandhya D R

Jun 10, 2020

good course


May 29, 2020

Good course

By Manjunath I

May 20, 2020

good course

By Manu M

May 15, 2020

It's useful


Apr 03, 2020

Very useful

By Nilesh S

Mar 26, 2020

Good Course

By Manuel N

Dec 19, 2019


By Sandeep B

Dec 15, 2019

Good Course

By Narendra S

Nov 01, 2019

Nice course

By Arjun S

Aug 16, 2019

great stuff

By Abhinand

Jul 08, 2019

Pure class.

By supertian

Jun 03, 2019

very useful