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    Back to Structuring Machine Learning Projects

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

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    4.8
    stars
    50,043 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 m...
    ...

    Top reviews

    WG

    Mar 19, 2019

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    Though it might not seem imminently useful, the course notes I've referred back to the most come from this class. This course is could be summarized as a machine learning master giving useful advice.

    JB

    Jul 2, 2020

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    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!).

    Filter by:

    451 - 475 of 5,736 Reviews for Structuring Machine Learning Projects

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    By Michael O

    •

    Jul 27, 2022

    This is a very good course if you want to have a real-life sense when approaching machine learning problems. It is one of those skills that is hard to get in a regular classroom, and takes several mistakes to realise in the industry.

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    By Brian D

    •

    Jul 21, 2021

    This course was not what I had thought it would be. It helps to bring back the human dimension into the side of coding. Shines light on the importance of the process, and how decisions will impact the ultimate success of the project.

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    By Mcvean S

    •

    Jul 23, 2020

    An exceptional course to hone your skills, and develop efficient Machine Learning and Deep Learning systems to better address the problems faced in the real world. The added experiences of Andrew are an asset to the learning journey!

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    By Abe E

    •

    May 9, 2020

    Really useful quiz questions. I liked this class a lot even though there were no programming exercises. Getting some insights into the facial recognition and image classification stuff before course 4 was also really nice. Thanks! :)

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    By Eugene L

    •

    Dec 22, 2019

    Good course with a lot of qualitative information that is quite useful. Giving it a 4 because it would have been great if there were accompanying Jupyter notebooks. It's a solid course overall and I recommend it to anyone interested.

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    By Prakhar D

    •

    Jul 22, 2019

    This course is highly intuitive, practical and less mathematically complicated. Prof Andrew Ng uses many examples to elucidate concepts. Post learning one will be capable of choosing which direction to go in solving an ML/DL problem.

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    By Kadir K

    •

    Oct 20, 2017

    This was a great lecture from Andrew Ng. I have learned basics of error analysis, multi-task learning and structuring a machine learning project in general. This will be very useful staff for my professional career. Thank you Andrew!

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    By Carlos Z C

    •

    Jul 16, 2021

    I consider this course is a truly gem because of the bunch of good practices every person getting into the field should be aware of. I also liked how quizzes were designed to address industry use cases and not just academic details.

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    By Virginia A

    •

    Apr 7, 2020

    Excellent point of view. many teach you how to do /write code to apply ML to your problem. in this course I felt they were teaching me how to understand the results and how to improve it. Extremely interesting for potential Managers

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    By Hugo T K

    •

    Jan 17, 2020

    This course is exceptional since we can learn a lot with Andrew Yang's great experience with Machine Learning Projects. It'd also like to suggest to add new classes about powerful and newer techniques, such as feature visualization.

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    By Christian B H

    •

    Sep 15, 2023

    It was one of the more thought provoking and excititng courses in the specilization. Although at first it seemed simple, the case studies illuminated how certain minute details can derail a project and how to avoid them. Thank you.

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    By Prashant T

    •

    Dec 18, 2019

    These are most toughest things, in which people takes 100 of hours to explain and still people confuse. But by doing this course within a 4 hrs span you will have a decent knowledge. Kudos!! to entire team and thanks a lot AndrewNG

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    By Antonio C D

    •

    Feb 14, 2019

    This course covers lots of practical advice and techniques resulting from real world project experience by the author. I highly recommend this course to anyone involved in deep learning projects, even if not in a technical position

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    By Sai K

    •

    Dec 14, 2018

    this course very important other than previous courses because we need to understand the data and split the data set across the train, dev and test and making strategies for training the dataset using model. Thanks for this course.

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    By Justin T

    •

    Oct 16, 2018

    Great course with some awesome insights into structuring the analysis of machine learning models. Definitely picked up a ton of strategies, tips, and tricks that I will be using as a I move forward with my machine learning career!

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    By dunyu l

    •

    Nov 20, 2017

    The mindful advice does not only deepen your understanding in deep learning, but also stimulate creative thinking in my own PhD research in a total different field. It is also enjoyable to watch the interviews, which I favor a lot.

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    By Sixian C

    •

    Mar 12, 2022

    very helpful!

    Andrew teaches a lot of knowledge that can't find in books.

    This kind of knowledge is very helpful for student when he gets his hands on real-world ML project.

    Error Analysis & Bias& Variance are all useful techniques!

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    By Ryan Y

    •

    May 9, 2021

    Very helpful! The experiences of building deep learning systems might be very difficult to obtain through other classes. When learning from practice, however, the costs are too high. Thus this is a really marvelous course to take.

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    By Youssef A

    •

    Oct 17, 2020

    very good course and I believe this course will save lots of learning and experience years by directly guiding you on how to structure ML projects and show you different ways to solve different kinds of problems that will face you

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    By Satyam D

    •

    Jan 6, 2019

    Dear Prof Andrew Ng, grateful to you and your team for yet another excellent course in Deep Learning specialization. ML Strategy teaches us important practical aspects which are absolutely essential for the success of ML projects.

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    By Julien D

    •

    Sep 9, 2018

    This course give a substancial idea of how to deal with Machine Learning project.

    It is only a two week course with 3-4 hours per weekd but is at the same price as the others.

    Though it is still an excellent course that I recommend.

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    By Farhodbek S

    •

    Feb 20, 2021

    The basic concepts of structuring machine learning projects help improve our skills. This course really helped me build my project correctly. Extensive information is given in simple language. I recommend this course to everyone.

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    By Martin S

    •

    Nov 11, 2020

    Again a very good course by Andrew Ng. Concise, structured, easy to follow. The quizzes are a highlight, as the questions mimic a real project's journey and ask about exemplary situations (instead of just definitions and jargon).

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    By Girish S

    •

    Jul 27, 2020

    This course gives insight on how to use deep learning algorithms to use in real world. Quizzes contain really good case studies which are very good. Definitely recommend this course even to one who knows deep learning algorithms.

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    By AMRICHE A A E

    •

    Apr 14, 2019

    Excellent course that covers some of the most critical aspects related to machine learning projects. The approach used in the quizzes is very effective. It introduces learners to some common problems under a variety of scenarios.

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