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

48,334 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


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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2726 - 2750 of 5,520 Reviews for Structuring Machine Learning Projects

By golden g

Aug 31, 2017

非常适合甲方\导师\研发团队头目\产品经理, 即时战略类课程, 讲述如何评估模型如何挑选改进方向,

By aitor s

Feb 2, 2022

Nice! One of the most useful course of the program

By Saba G

Apr 3, 2021

more case study and explaining the choices in them

By צבי נ

Mar 16, 2021

Important course! The others worth less without it


Aug 27, 2020

very qualitative information is provided thank you


Jul 12, 2020

Really helpful to better structure the ML projects

By Anton I N B

Jun 12, 2020

Great course with practical machine learning tips!

By Muhammad A

May 15, 2020

Very intuitive lectures and mind sharpening quizes

By Raeed A

May 14, 2020

Amazing course and instructor, very well explained

By Noel J

Apr 13, 2020

Best deep learning course for any AI practitioner!


Apr 13, 2020

Great advice for working on practical ML projects.

By Alexandre F

Jan 21, 2020

useful insights into how to deal with a DL problem

By Dmytro P

Oct 8, 2019

Great insights from the industry for the beginners

By Michael C

Jul 4, 2019

Another excellent course that I enjoyed immensely.

By Pedro R

Jun 25, 2019

Very good content quality and challenging quizzes.

By Rich T

May 27, 2019

Really a good overview for how to manage a project

By Tati H

Feb 3, 2019

well designed and taught! thank you good people!!!

By Sanjeev U P

Apr 23, 2018

Good practical advice on how to approach projects.

By Stephen W

Feb 17, 2018

great as all other course in this specialization !

By Zamirbek A

Jan 18, 2018

very helpful insights. loved the ML pilot projects

By Xingtong L

Jan 14, 2018

This is one of the best courses I have ever taken!

By Desigan P

Dec 13, 2017

Pearls of wisdom in this course. Excellent course!

By Ling L

Nov 11, 2017

great info, can apple to other ML project as well.

By Salvador N G

Nov 3, 2017

The simulations were very useful, good job Andrew.

By Jianhui H

Dec 11, 2020

lots of great practical advise, really good stuff