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Learner Reviews & Feedback for Structuring Machine Learning Projects by

42,010 ratings
4,709 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


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.


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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3126 - 3150 of 4,672 Reviews for Structuring Machine Learning Projects

By Dilraj S

Oct 21, 2017

Very good course

By Krishnaprasad B

Oct 18, 2017

Great materials!

By Anurag T

Oct 02, 2017

very informative

By Yi Z

Sep 30, 2017

It's just great.

By Huynh M P

Sep 23, 2017

It's really good

By Clarence W

Sep 18, 2017


By Merwin F

Sep 10, 2017

Excellent course

By Bob K

Sep 05, 2017

Excellent course

By satish

Aug 28, 2017

Very practical .

By 王凯

Aug 22, 2017

very interesting

By Md. T K

Jul 13, 2020

Nice but short.

By Gokulakannan S

Jun 23, 2020

Splendid course

By Deny S B A

Jun 21, 2020

Awesome Materis


May 18, 2020

feel great.! :)

By Qamar A

Apr 26, 2020

Really helpful.

By Yuqicheng Z

Feb 11, 2020

super wie immer

By Ranjeet R

Jan 10, 2020

good case study

By Vineet T

Dec 19, 2019

Very insightful

By Muhammad U B I

Sep 04, 2019

Exceptional (y)

By Ikenna P A

Aug 24, 2019

Very Educative.

By Tristan S

Aug 10, 2019

Very Insightful

By Moaz M T

Jun 26, 2019

Just fantastic!

By 刘盾盾

May 29, 2019


By Ganesh c

May 18, 2019

Really loved it

By 杨涛

May 05, 2019

It is very good