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

49,703 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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5501 - 5525 of 5,695 Reviews for Structuring Machine Learning Projects

By Marc S

Apr 18, 2021

Too much reading and note taking comparing to application of the topics discussed

By Gabriele G

May 24, 2020

I wish there was a programming assignment in this course instead of only quizzes.

By jie y

Apr 2, 2018

It's better to have designed projects to show how to solve these specific issues.

By Diego P

Jul 12, 2019

Videos are quite long. Good course although a bit heavier than the previous ones

By Marco L S

Nov 28, 2019

Useful but not that much for assigning to those topics a course of their own.

By Flavius S N

May 17, 2018

First week is a little bit boring for those that did Machine Learning course.

By Scott S

Feb 10, 2018

A good course though some programming exercises would have made this better.

By Duncan “ M

Nov 19, 2017

I like coding projects and hands on material, this was heavy on the videos

By Milton R

May 28, 2020

The Course would be bit more Interesting if it some programming insight.

By Rohan K

Feb 1, 2019

Seemed lots of similar information which was covered in previous courses

By Greg H

Sep 15, 2017

It would be better if we could try coding and experimenting these ideas.

By Pranav N

Dec 23, 2021

There could have been some programming assignments in this course too.

By Joshua P J

Jun 23, 2018

I fear this material won't challenge many learners. Feels like review.

By Potnuru A

Jun 23, 2018

No practise sessions, just theory unlike others in this specialization

By Moustafa M

Dec 22, 2017

No details about some implementations how to implement this techniques


May 30, 2020

It was awesome but not one of the best courses in the specialization!

By David F

Sep 22, 2017

Good insights, but not much material and no programming assignments.

By Ondrej S

Jul 21, 2021

Usefull but only theorethical course without practical excercises.

By Siddhesh

Nov 3, 2017

It was rather disappointing because it didn't meet my expectations.

By Sébastien C

Aug 6, 2020

Covers interesting concepts at length. Videos could be shortened.

By Lambert R

Apr 16, 2018

Dommage qu'il n'y ait pas de TP dans ce cours (seulement 2 quizz)

By Mike T

Jul 24, 2018

I wished there were exercises besides the quizzes in this course

By Anatolii B

Oct 1, 2018

some quiz questions are poorly formed, a little disappointing.

By Emmanuel D M

Apr 21, 2020

I thini the course needs more quizzess and a program exercise

By C. I

Aug 17, 2017

Very short, not many practical examples. Lots of repetitions.