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

44,636 ratings
5,053 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 1, 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!).

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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2926 - 2950 of 5,000 Reviews for Structuring Machine Learning Projects

By 王海峰

Feb 28, 2020

this course is very interesting

By Pathan B k

Nov 8, 2019

it is very helpful to my career

By Joshy J

Oct 8, 2019

Great Course. Highly recomended

By Heath W

Jul 19, 2019

Great Operational Level course.

By Kelvin G

Mar 28, 2019

Andrew NG impressive. As always

By 罗家伟

Jan 29, 2019


By 胡杰

Jul 26, 2018


By Ben L

Jan 18, 2018

no projects in this course. Bad

By 王卓

Aug 30, 2017

helpful strategies and advices!

By Колесникова Я

Nov 16, 2020

Very useful course, thank you!

By Gaurav K

Oct 26, 2020

very good standard of teaching

By Abhishek P G

May 29, 2020

effective learning thanks alot


May 19, 2020

Proving worthy. Great learning

By beka g

May 16, 2020

It was most fun week for me!!!

By behnud s z

Oct 17, 2019

thanks you and your colleagues

By 翁瑶

May 12, 2019

I have learned more.Thank you!

By Patrick L

Dec 25, 2018

helpful a lot to my ML career.

By Laurence C

Nov 24, 2018

Fascinating strategic insights

By Subham T

Jul 14, 2018

Amazing course on case studies

By Xue W

Mar 7, 2018


By 王鹤鸣

Feb 15, 2018

Great Tutorial. Thanks, Andrew

By Juan F R L

Feb 15, 2018

Great course, would recommend.

By Dharmik g

Jan 7, 2018

Great Course and great quizzes

By Tiago M

Nov 17, 2017

The simulator is really great!

By Alexandre E

Nov 14, 2017

great course, love the insight