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

4.8
stars
49,661 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

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.

JB

Jul 1, 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!).

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901 - 925 of 5,692 Reviews for Structuring Machine Learning Projects

By Nadia C

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Jun 6, 2018

Very comprehensive guide on how to initiate an DL project and how to improve its performance based on the nature of the problem, the data available and results.

By Tamilarasu S

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Jan 20, 2018

This course ties all the information from the previous courses into one concrete understanding.

The quizzes are mostly subjective based on what is said in class.

By Moises V

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Dec 25, 2017

There is plenty of room for errors building smart systems with Deep Learning, this course taught me some techniques to narrow down the possibilities. Thank You!

By Marlon C

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Dec 4, 2017

This course contained a lot of great practical tips for implementing Artificial Neural Networks and structuring your own machine learning and learning projects!

By Sebastián R

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Oct 14, 2017

It has very useful tricks to improve performance in deep learning projects. Tricks that are not commonly seen in theoretical or academical contexts (if at all).

By Eduardo S B

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Mar 24, 2021

Muito bom, ótimo curso para você aprender sobre como estruturar um projeto, tudo o que você deve considerar, todos os passos que deve seguir. Recomendo demais!

By Rajapantula U M R

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May 4, 2020

This course gives the all insights that you need when you a model and working on it's efficiency. A shorter course yet can make a lot of impact on your career.

By Ayush K

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Apr 23, 2020

practical and really liked the quiz in the form of case study. Interviews were really interesting to get an idea about possible new frontiers of deep learning.

By Mohammad A P A

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Nov 9, 2019

Great course, Great quizzes, I wish there could also be some homework or some implementation of the ideas such as Transfer Learning. Anyway, Great as always ;)

By Zhiwei ( Y

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Feb 24, 2018

This course contains guidelines and references that may help save ML/DL practitioners heaps amount of time in trial-and-error. Definitely worth of re-visiting.

By Erik T

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Jun 22, 2021

Easy to learn and informative in terms of how to structure a machine learning project and how to improve it. Provides great examples to easily grasp concepts

By Venkata R P

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Nov 7, 2019

Well structured quizzes. Makes you think, apply sound rationale. Definitely gives a flavor of the kind of decisions you should make in real-world ML projects.

By Kosala W

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Nov 1, 2018

Superb introduction to structuring an ML project. Super explanation from the Guru himself (Andrew Ng) with lots of examples followed by two challenging tests.

By Aninoy M

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Sep 30, 2018

This course is pure gold. 99% of these tricks are not taught in any university curriculum and are very helpful in the real-world application of deep learning.

By Jeff C

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Mar 4, 2018

Provides insights and experience that seem like they could take years to learn in a work environment, and which augment the theory and coding taught thus far.

By Ting-Shuo Y

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Nov 12, 2017

This course is great because it discussed the strategic aspect of ML projects. All practitioners with some experiences should benefit from this course a lot.

By Ankesh K P

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Sep 5, 2017

Most important part of machine learning training is the ability to apply it to the real world problems. This course filled this much needed gap. Thanks a lot!

By Abhay G

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Aug 17, 2017

Gave some really good and deep insights on how to work on machine learning projects. Again loved the simple and easy-to-understand explanations of the course.

By Christopher N

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Apr 26, 2021

The entire courses in this specialisation have been inspiring for me and placed me in a better place heading into applying deep learning in my field of study

By Godawari S R

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Nov 14, 2019

This course gave a really good insight into some of the real time issues that one may encounter during working on a real-life project based on deep learning.

By Ashish S

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Oct 1, 2018

Superb, after all the mathematics and programming that we learn in earlier courses, this course is more about practical implementation/ decisions guidelines.

By Khawar A A

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May 25, 2018

excellent. your courses excited me to learn more. and Sir Andrew NG are my role model motivation to learn learn and learn machine learning. Bless you always.

By Ahmed G

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May 11, 2018

An Excellent way to manage your machine learning projects .

Highly recommended if you in a situation where you stuck what to do next to increase your accuracy

By Jiajia S

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Oct 31, 2017

very useful and practical lessons from Andrew based on his years' experiences! I feel like I have learned several years' worth of knowledge from this course.

By Sourav M

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Sep 14, 2017

The content was well structured and concepts were explained in simple terms. Highly recommended for professionals who would want to explore deep learning /AI