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.
Mar 08, 2018
Going beyond the technical details, this part of the course goes into the high level view on how to direct your efforts in a ML project. Really enjoyable and useful. Thanks for making this available!
创建者 Gillian P•
Mar 02, 2018
Great course covering topics that are not seen anywhere esle and are probably highly udnerestimated. The graded simulations are a very good idea that could be used in other courses as well. Professor Ng excellent performance is no surprise for anyone having fol
创建者 Kyung-Hoon K•
Nov 23, 2017
This strategic thinking for planning ahead will absolutely save tons of times of ML developers when building a real-world ML system. This course gave me a lot of thinking points, even without programming assignment. Thanks professor Ng, Mentors, and classmates!
创建者 Matthias T H H•
Aug 27, 2017
Excellent course on how to analyze errors of machine learning applications. This material provides good ways to improve the speed of iteration over any machine learning project.
This class is unique as professors rarely provide this kind of insights. Thank you!
Jan 11, 2019
Worth the time and effort. Although this course did not contain the programming aspects, but it was helpful nevertheless. This course actually taught me how to properly go about my machine learning project and how to troubleshoot if I encounter some problems.
创建者 DOLA R•
Aug 26, 2018
This course give me direction to structure my project in better way. Content of this course was really awesome and most amazing part was the flight simulator for machine learning. Thank you Andrew Ng sir for beautifully presenting the idea, thank you so much.
创建者 Benji T•
Feb 18, 2018
Short course but i think this is the most important course out of the 3 as it is more applied. Everything in this course is new to me... , had to read the discussion for help on the quiz. Hope to appreciate what i learn after i start my deep learning project!
创建者 Vijay A•
Dec 23, 2017
Knowing the algorithms alone doesn't help much in developing ML applications. We should be able to tackle any problem and drive our project towards the intended goal.This course provides some handy tips and tactics for the same.Well taught as usual. Cheers!!!
Sep 07, 2017
This course is very useful. The 'Simulator' is very cool. After finishing the homework, I have a better understanding on how do deal with a real project. I'm trying to solve a problem in my work, I think this skills mentioned in the course will help me a lot.
创建者 Victor A M B•
Feb 09, 2020
Un curso corto con mucha información, pero muy muy instrucivo de cómo abordar los proyectos de deep learning o redes neuronales, se te enseña desde el análisis del error hasta la transferencia de conocimiento, lo cual es bastante interesante.
创建者 Alexandre D•
Aug 28, 2019
It's really nice to have Andrew share his practical knowledge and experience. Paying careful attention to data distributions and doing ErrorAnalysis to learn where to focus your efforts are valuable insights. Thanks for making us all better DL practitioners.
创建者 Jonathan L•
Dec 18, 2018
This course gives you a good understanding of how to approach deep learning projects and machine learning problems in general. After this course you should feel more comfortable understanding how to structure your projects and better optimize your time use.
创建者 Leonard N B•
Aug 25, 2017
Andrew provided lots of information in a two-week period due to this the course feels more dense than the previous two. The quiz has also been more challenging. Overall though, it is still top notch teaching from the best. Looking forward to Course 4 and 5.
创建者 Debojyoti D•
Mar 18, 2019
Prof.Nag and Team, had really gave immense effort to make things brain friendly. Really appreciate the effort to make this so easy going, but conceptually very high content. Recommend not to finish over night, but trick is to go slow and grasp the content.
创建者 Ehsan M K•
Aug 23, 2017
This course is very important as it offers solutions that don't exist in literature to tackle real DL problems. Andrew Ng is basically teaching you from his vast experience. I highly recommend it esp. for those who want to design / implement DL products.
创建者 Eiichi N•
Feb 24, 2019
I think this course covers the cases where I tend to bog down and waste time, and has provided me with useful and practical guidelines to get out of them. You should not underestimate the value of this course,
just because there is no coding assignment.
创建者 Satish G•
Feb 07, 2020
This part of the course is really unique and provides an understanding of what are the challenges that you could as a Machine Learning engineer. The problem of the exercise was really great in terms of planning and execution of the real-world problem.
创建者 Christopher W•
Sep 03, 2019
This course is very good at establishing the fundamentals of 'problem analysis' - something which a lot of analysts actually struggle with. I enjoyed it and found the examples helpful to think through the various steps and types of ML applications.
创建者 Ved P G•
Apr 15, 2019
Learned a lot about dealing with datasets where training data and test data might not have the same distribution. In a practical deep learning project, a lot of decisions are strategic and this course will definitely help in making better decisions.
创建者 Marcin G•
Oct 15, 2017
Another great course from Andrew Ng. You will learn how to manage deep learning project and get to know some clever ideas of approaching the project from managerial perspective. You will also get to know important people in deep learning community.
创建者 Jonathan S•
Aug 18, 2018
I do not think you will find this expert advice elsewhere. And the extended scenarios which the quizzes test give the feeling that I now have real experience (although I do not) making high level decisions about guiding a machine learning project.
创建者 Michael D•
Mar 05, 2018
An excellent overview of a rarely discussed subject. Often lost amidst the seemingly daily discoveries of new deep learning tricks is need to apply deep learning in real applications. This course did a great job of addressing the latter concern.
创建者 Hari K M•
Jan 19, 2018
One of the key courses in the specialization besides being short and tricky. The content of this course is exactly that which differentiates between a mere programmer from a data scientist or a machine learning engineer. Do not skip this course.
创建者 Vladimir A•
Oct 09, 2017
At the very beginning the course seemed to be about self-evident, even trivial things. Now I can't imagine it to be dropped out of the specialization.
Thank you prof. Andrew Ng, you gave us a roadmap to move and saved from many blunders on the way.
创建者 Vishal V•
Oct 11, 2018
A very insightful course detailing the problems encountered in a real-life deep learning pipeline. The solutions were very intuitively explained and the case study approach reinforced the concepts. The heroes interviews too were very interesting.
创建者 Serhii K•
Sep 21, 2017
This course give a lot of insights about approaching a machine learning problem. It doesn't contain a lot of concepts or algorithms regarding ML itself, but the course will be very helpful for anyone interested in working on real life ML systems.