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Learner Reviews & Feedback for Structuring Machine Learning Projects by DeepLearning.AI

49,732 ratings

About the Course

In the third course of the Deep Learning Specialization, you will learn how to build a successful machine learning project and get to practice decision-making as a machine learning project leader. By the end, you will be able to diagnose errors in a machine learning system; prioritize strategies for reducing errors; understand complex ML settings, such as mismatched training/test sets, and comparing to and/or surpassing human-level performance; and apply end-to-end learning, transfer learning, and multi-task learning. This is also a standalone course for learners who have basic machine learning knowledge. This course draws on Andrew Ng’s experience building and shipping many deep learning products. If you aspire to become a technical leader who can set the direction for an AI team, this course provides the "industry experience" that you might otherwise get only after years of ML work experience. The Deep Learning Specialization is our foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. It provides a pathway for you to gain the knowledge and skills to apply machine learning to your work, level up your technical career, and take the definitive step in the world of AI....

Top reviews


Nov 22, 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 30, 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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5201 - 5225 of 5,697 Reviews for Structuring Machine Learning Projects

By Yunfei D

Mar 5, 2018

Why is there no programming assignments?

By John K

Sep 19, 2017

I would have liked more hands o examples

By Zhen L

Sep 9, 2017

Provide many suggestions about practice.

By Michael F

Apr 20, 2018

I would have liked more coding modules.

By anusha b

Mar 12, 2018

It was actually very nice and intuitive

By supperhpxd

Jan 7, 2018

will be better if more exercises,thanks

By Amit K J

Jun 4, 2020

Very nice organized content and quiz..

By Hrishikesh S

May 3, 2020

Less information on some of the topics

By 龚鑫

Jan 30, 2019


By Kesong C

Oct 3, 2018

Please add some programming practices!

By Ehsan G

Aug 20, 2023

I'm happy for this amazing experience

By 陈国威

Jul 5, 2020

the course is beneficial for my study

By Lucas V

Jul 28, 2018

I wish there were practical exercises

By Ravi V

Apr 18, 2018

This topics needs more quizzes thanks

By Srinivasulu S

Aug 31, 2021

Excellent videos very deep insight

By Fabio B

Mar 18, 2019

Quite intresting and well explained

By Omar H G

Mar 9, 2021

I missed the programming exercises

By Arunabha D

Jul 8, 2020

Should have some practical coding.

By Amrit R

Dec 28, 2019

Great course, but a bit redundant.

By Simin J

Sep 27, 2017

There are a couple of video issues

By Duvan A

Mar 3, 2019

Some videos have edition mistakes

By Zhao Y

Sep 15, 2018

Need programming practice!!!!!!!!

By Jeramia P

Sep 6, 2018

Videos are a little "unfinished."


Feb 11, 2018

should have a real tuning example

By Carlo A D A

Jan 23, 2018

Some minor inaccuracies in videos