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

45,255 ratings
5,152 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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2751 - 2775 of 5,098 Reviews for Structuring Machine Learning Projects

By Yuan L

Mar 4, 2019

very practical and well organised course

By Guru S

Nov 18, 2018

Very informative course. Appreciate it !

By Akhil K

Sep 29, 2018

Flight Simulator exercises helped a lot!

By Rama K P

Aug 18, 2018

Excellent insight on setting up projects

By Vincent L

Jul 10, 2018

It's pretty theoretical but good to know

By Hardik A

Jun 16, 2018

very informative for practical scenarios


May 2, 2018

thanks for providing the amazing courses

By Tieu L M

Apr 2, 2018

Invaluable recommendations from experts.

By Siarhei K

Mar 25, 2018

Few issues with video recording process.

By Devyesh T

Jan 27, 2018

The most important course in the series.

By 王宇晟

Jan 1, 2018

thanks andrew! this class help me a lot!

By Ola A

Oct 14, 2017

Very helpful course. Thank you very much


Sep 5, 2017

Great course. Waiting for next 2 courses

By Mariia V

Jan 10, 2021

Pure gold for the practical side of ML!

By Kush S

Jul 8, 2020

Easy to understand egs & clear concepts

By Kamel M

Jun 12, 2020

A very good and comprehensive courses

By Madhamshetti P k

May 29, 2020

It was very good and easy to understand

By Peizheng L

May 13, 2020


By Derek L

May 6, 2020

Great course with useful information!!!

By Avinash S

May 6, 2020

Help to get a order to prepare projects

By Rishikesh K

May 4, 2020

Good course for structuring ml projects

By Masoud M H

Apr 27, 2020

Very Good Information on Structuring ML

By Jesus G

Apr 16, 2020

A very thoroughful theoretical insight.

By 徐桂生

Apr 9, 2020

great sharing from industry experience;

By Dasha G

Nov 16, 2019

Very useful course for ML practitioners