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Learner Reviews & Feedback for Structuring Machine Learning Projects by

40,558 ratings
4,484 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


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.


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.

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3176 - 3200 of 4,442 Reviews for Structuring Machine Learning Projects

By Shijie Z

Feb 03, 2018

Very useful

By Qiaolin C

Jan 29, 2018

very useful

By 蔡畅之

Dec 23, 2017

pretty good

By Selwin K

Dec 06, 2017


By Juan P V H

Nov 29, 2017


By Yehang H

Nov 29, 2017

very useful

By 邵洋

Nov 22, 2017

so helpful!

By GuangjianHou

Nov 17, 2017


By Xiao M

Nov 17, 2017

Very Gooda!

By free_siemens

Nov 14, 2017

very useful

By sonyfe25cp

Sep 30, 2017

nice course

By Howard S

Sep 30, 2017

Good course

By Jamie N

Sep 29, 2017

Fun course!

By 霍宇琦

Sep 20, 2017

thank you ~

By Hong W

Sep 17, 2017

Very Useful

By Yeo Y S

Sep 03, 2017

Very useful

By Noah W

Aug 30, 2017

pretty cool

By Scofield

Aug 27, 2017

nice class.

By yining

Aug 20, 2017


By Dibya R M

Aug 18, 2017


By manuel a m v

Jun 27, 2020


By Shauvik D

Apr 29, 2020


By Stefan O B

Apr 14, 2020


By William T

Mar 21, 2020

Good stuff

By Zhiping L

Feb 21, 2020