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

48,973 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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3026 - 3050 of 5,585 Reviews for Structuring Machine Learning Projects

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 Avinash D

Dec 23, 2021

Andrew NG sir, you changed my life!!!!!

By Cristina S C

May 12, 2021

Great advices to improve any ML project

By Maria 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

By Steven D

Aug 19, 2019

This particular course was a lot of fun