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

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

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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3151 - 3175 of 5,113 Reviews for Structuring Machine Learning Projects

By Aman D

Sep 8, 2017

Great Practical knowledge

By Manaranjan p

Sep 5, 2017

Extremely practical tips.

By ravi v

Sep 3, 2017

Awesome practical advice.


Oct 23, 2020

Great instructive Course

By Unnat T

Sep 25, 2020

good learning experience

By Walliam w

Aug 19, 2020

Andrew is so perfect !!!

By Cheuk L Y

Jun 6, 2020

Cool intuition boosting!

By Hassan A

Jun 3, 2020

The course was fantastic

By Abhishek P

Mar 31, 2020

Nice Learning Experience

By Suraj V

Mar 18, 2020

This course is very good

By siva

Nov 17, 2019

Quiz is extremely useful

By Akshay R

Nov 10, 2019

Also incredibly relevant

By Hsinyu, C

Jun 15, 2019

a very practical course!

By James C

Feb 24, 2019

Great practical resource

By Zhiliang W

Jan 25, 2019

Something really useful!

By Satish E

Oct 25, 2018

Best ever course on DL..

By Jiayu H

Oct 10, 2018

Really a wonderful class

By 付美玲

Sep 27, 2018


By 郑晨斌

Jul 15, 2018

It's very useful for me!

By narendra s

Jun 4, 2018

Great practical insights

By George L

Jun 1, 2018

Many useful suggestions!

By Yu Q

Apr 16, 2018

Very useful and helpful!

By Sandip K

Mar 3, 2018

Lot of practical advice.

By Hanan S

Jan 14, 2018

most important ML course


Jan 12, 2018

Very good for strategy !