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

48,948 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


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.


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.

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2676 - 2700 of 5,583 Reviews for Structuring Machine Learning Projects

By Sutapa C

Jan 20, 2023

Excellent course for project leaders. Great insights.

By Jingchao Z

Oct 19, 2021

very practical suggestions on real world ML problems.

By Mario A C F

May 21, 2021

Good information for run a machine learning projects!

By Narendra S

Sep 18, 2020

easy to learn concepts increased the ease of learning

By Esteban G

Aug 26, 2020

Clear as always, great explanations and to the point.

By Hasaan A

Jul 28, 2020

Awesome course on how tp make important ML decisions.


Jul 17, 2020

Yuhuuu ! I did it, It was a good learning experience.

By Jatin G

Jul 16, 2020

A very good ideas in AI , with a very good instructor

By Tarun R

Jun 13, 2020

Very practical insights, will save tons of extra work

By Han G

Jun 3, 2020

Very useful skill in mastering practical DL projects.

By Low Y L

Feb 23, 2020

Enjoyable, easy to pick up concepts, and very useful.

By Marcelo E D C

Nov 23, 2019

Unique tips from an amazing teacher, nice assigments.

By Rajat M

Nov 2, 2019

Best course available online that has helped me a lot

By Haris P D

Oct 26, 2019

Very exceptional and import course for deep learning!

By Paulo A

Jul 28, 2019

great insights to be applied in practical problems!!!

By Mostafa G

Jul 15, 2019

Great lecture on administering deep learning projects

By 胡青翘

Jul 12, 2019

I learned a lot of useful strategy to play with data.

By 江逸群

Feb 10, 2019

I learn a lot to solve real problem which in project.

By Reinhold L

Jan 19, 2019

Very helpful insights and hints. Thanks to Andrew Ng!

By Nicholas W

Jan 6, 2019

So intuitive and useful to my future work. Thank you.

By S R

Dec 3, 2018

Good insights for practical machine learning projects

By 李子龙

Nov 24, 2018

really good lesson,thank coursera and

By Man M S

Nov 8, 2018

Great Tips & Techniques to improve the ML Algorithms

By Antonio P

Sep 19, 2018

Good course that gives advices to solve real problems

By ruth

Sep 5, 2018

Always happy to count with this great course and help