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Learner Reviews & Feedback for Structuring Machine Learning Projects by deeplearning.ai

4.8
stars
43,570 ratings
4,907 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

JB

Jul 02, 2020

While the information from this course was awesome I would've liked some hand on projects to get the information running. Nonetheless, the two simulation task were the best (more would've been neat!).

AM

Nov 23, 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.

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4676 - 4700 of 4,854 Reviews for Structuring Machine Learning Projects

By Isaraparb L

Jul 15, 2018

The early part rather feels slow and repetitive. The course's content seems very important though.

By MEKALA S N

Apr 29, 2020

The videos are too lengthy, getting bored while watching them.Better reduce the length of videos.

By Vladislav Z

Oct 08, 2017

Have mixed feeling about this one.

It is more like one week course - to few materials for 2 week.

By Thomas B

Oct 22, 2017

It would have been really nice to have some project work on this one instead of just quizzes.

By Shivam K S

Oct 01, 2019

Could have been more in depth or could have been added to another course as one extra week

By Gowdhaman S

Mar 25, 2018

The course content was great and it is more theoretical. Kindly add hands-on or projects.

By Joseph A D

Jan 28, 2018

Helpful guidance but I didn't get enough material to help *me* generalize what I learned.

By Deleted A

Aug 28, 2017

Some material is trivial. Some quiz questions are ambiguous, or have nonsensical answers.

By Vitor A B

Feb 22, 2018

There's no programming exercises.

Pehaps one for hyper parameter tuning would be nice.

By Mohamed A

Oct 02, 2017

I was expecting more on tensorflow as well as technical work on error corrections.

By Gabriele G

May 24, 2020

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

By Jie Y

Apr 03, 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 R. S S

Feb 10, 2018

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

By Duncan K M

Nov 20, 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 01, 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 Joshua P J

Jun 23, 2018

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

By Anusha P

Jun 23, 2018

No practise sessions, just theory unlike others in this specialization

By Moustafa A M

Dec 22, 2017

No details about some implementations how to implement this techniques

By ANAND P

May 30, 2020

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

By David F

Sep 23, 2017

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