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

4.8
stars
45,345 ratings
5,165 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

AM
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.

MG
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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4976 - 5000 of 5,113 Reviews for Structuring Machine Learning Projects

By Rishab K

Apr 25, 2020

a assignment could be given along with the theory

By shafkat r

Dec 24, 2019

More programming exercises would have been great

By Beatriz S M

Feb 14, 2018

Very general, I would like to be more specific..

By AKUT J R

Aug 16, 2020

Nice module however some repetition of content!

By Mikhail G

Oct 31, 2017

quite short, would be nice to get some practice

By Paavan G

Sep 19, 2020

Could have included some programming exercises

By Thomas A

Mar 26, 2020

Interesting but not very straight-to-the point

By Marco A L H

Sep 24, 2018

not as fun as the other courses of this series

By Manish S

Apr 9, 2018

Content was not enough to create a new course.

By Yan W

Oct 24, 2017

Expect more hand-on code practice or more quiz

By Allan Y

Mar 30, 2018

Should not be a separate course. Too general.

By Adam S

Dec 27, 2017

Some useful insights but not much depth here.

By Haoran Z

Aug 5, 2020

sometimes, it really hard to hear the voice

By Ankoor B

Dec 12, 2017

Not much coding. Some lectures were rushed.

By Qu S

Nov 18, 2018

感觉前几个课程还行,到这章有点水了。。。(我不是说这部分知识不重要,但是也太少了吧)

By Liam A

Jun 14, 2019

Kinda boring, but still pretty practical.

By Daniel N

Jun 19, 2020

Would have liked to have some exercises.

By Carl E C

May 16, 2020

Not enough hands-on (coding) assignments

By Anh N

Dec 29, 2017

The concepts are difficult to understand

By Nico A

Jul 9, 2019

not as interesting as the other courses

By Toon W

Apr 30, 2018

Not enough real programming examples.

By Aptha G

Jul 23, 2018

need some practical implementation

By 成文辉

Mar 27, 2019

programming assignment is needed.

By Gaurav M

Jun 13, 2018

It could be little shorter module

By Sergey A

Sep 18, 2017

Too short and not enough practice