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Learner Reviews & Feedback for Structuring Machine Learning Projects by

42,240 ratings
4,741 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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3351 - 3375 of 4,695 Reviews for Structuring Machine Learning Projects

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

By Ashok R A

Mar 27, 2019

Good Course

By Vatsal D

Mar 19, 2019

nice course


Feb 21, 2019

Good Course


Oct 24, 2018

good course

By Cao t

Oct 15, 2018

nice course

By Yoel W

Sep 22, 2018

Excellent !

By Dalai Y

Sep 11, 2018

very useful

By Andrew T T

Jun 07, 2018

Cool stuff.

By blaster_fire

Jun 07, 2018


By 徐海

May 14, 2018


By Nguyen D H

May 04, 2018

very useful

By 王振

Apr 01, 2018

Well done!!

By Prashant P

Mar 07, 2018

Nice Course

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!