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

48,221 ratings
5,531 reviews

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


Dec 1, 2020

I learned so many things in this module. I learned that how to do error analysis 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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2851 - 2875 of 5,497 Reviews for Structuring Machine Learning Projects

By Jiaming H

Mar 19, 2018

Great Course. Better if have coding exercise.

By Aravinda G

Mar 17, 2018

Amazing course! Thank you very much Coursera!

By Julio

Mar 14, 2018

now, i have more general knowledge about this

By Cristian R M

Feb 20, 2018

Unique gold course for real projects in ML/DL

By Fabian S

Feb 10, 2018

very useful, recommend to every practitioner!

By Wei X

Feb 2, 2018

important practical knowledge for application


Nov 3, 2017

Many helpful experience. It really helped me.

By C R S

Oct 10, 2017

Good course, to take up serious project in DL

By Hao Z

Sep 15, 2017

Great course to get a lot of practical ideas!

By Keith B

Sep 11, 2017

helpful perspectives when tackling a project!

By Hemant B

Sep 8, 2017

very small course , some really good insights

By Mohammad M M

Jun 27, 2022

best practical tips in machine learning area

By Lidong S

Mar 9, 2022

Very helpful for deep learning system design

By Chinmay I

Jan 26, 2022

T​he practical guidelines were very helpful.

By Liang-Yao W

May 27, 2021

Very useful guide / strategy for ML projects

By Glendon H

May 12, 2021

Short, valuable, and worth the time. Thanks!

By Lisandro E A

Nov 16, 2020

Great course! I am sure it will be useful <3

By Christine W

Nov 14, 2020

Love the interviews at the end of each week!

By Varun K

Oct 14, 2020

Great course!! Andrew sir is a great teacher

By Rifat R

May 23, 2020

Professor is too much knowledgeable. Respect

By zios s

Nov 29, 2019

Great tutoral. and Andrew Ng as always best.

By Sam D

Feb 12, 2019

Shorter course, but very useful nonetheless.

By liuyaqiu

Jan 22, 2019

Good course for machine learning experience.

By gangadhar a

Dec 29, 2018

Nice Course- Great Learning . Thanks a lot !

By Aleksa G

Dec 26, 2018

More amazing work from Andrew Ng, well done!