Learner Reviews & Feedback for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization by DeepLearning.AI
About the Course
performance and generate good results systematically. By the end, you will learn the best practices to train and develop test sets and analyze
bias/variance for building deep learning applications; be able to use standard neural network techniques such as initialization, L2 and dropout
regularization, hyperparameter tuning, batch normalization, and gradient checking; implement and apply a variety of optimization algorithms,
such as mini-batch gradient descent, Momentum, RMSprop and Adam, and check for their convergence; and implement a ne...
Top reviews
AM
Oct 8, 2019
I really enjoyed this course. Many details are given here that are crucial to gain experience and tips on things that looks easy at first sight but are important for a faster ML project implementation
XG
Oct 30, 2017
Thank you Andrew!! I know start to use Tensorflow, however, this tool is not well for a research goal. Maybe, pytorch could be considered in the future!! And let us know how to use pytorch in Windows.
2126 - 2150 of 7,279 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
By David S
•Oct 10, 2019
Andrew NG is one of the best teachers I'll ever had. He convert difficult things to easy ones
By Ismael B
•Jul 7, 2019
great instructor, great course content. Would recommend to anyone looking into deep learning!
By Matt L
•Nov 18, 2018
Enough detail to get an in-depth exposure, but very doable assignments with a lot of support.
By Edgar O
•Sep 4, 2018
Great course and probably the most useful as limited free materials exist online. Thank you !
By Shruti B
•Jul 22, 2018
The course was pretty useful in providing overall insight about improving DNNs. Great course!
By Sajin P
•Jul 4, 2018
Excellent course content to learn parameters tuning and speeding up deep learning algorithms!
By mindfulness i
•Jul 2, 2018
Thank you !! This course provides very useful info for data science newbies. Much appreciated
By Md Z S
•Jun 30, 2018
A great experience while learning. Intuitive way of teaching maths behind the codes. Love it.
By Vismay A
•Dec 2, 2017
Too much informative course. Complex concepts are formulated such that they are easy to learn
By Wei Z
•Oct 15, 2017
I would like to see more contents like GAN or reinforcement learning. That would be so doped!
By Xiaorui Z
•Sep 9, 2017
谢谢Andrew！这门课太精彩了！他不仅系统性地带领我们理解深度学习理论，也帮助我们在编程上不再害怕，这对我的帮助实在太大。我觉得课程组可以提供一些不错的参考资料和文档的话，那就更好了。
By zahed
•Nov 12, 2022
Honestly, The best course that covered all topics related to tuning is this course.
Thank you
By Kimo J
•Apr 17, 2022
Great explanations of many of the practical details that arise when optimizing neural nets.
By Ayman M H
•Feb 17, 2022
Great Content and a great constructor, can't wait to complete the rest of the specilization.
By Anh V T
•Aug 12, 2021
Really help on systematic view on optimization and tunning the deep neural network algorithm
By John J M
•Sep 10, 2020
Excellent course that supplies not only the basics but the intuition behind the applications
By Mcvean S
•Jul 20, 2020
Such an amazing teacher to learn from and an amazing course with a lot of helpful resources!
By Eve L
•Jul 18, 2020
Very good teaching. Would be great if the Tensorflow homeworks could upgrade to Tensorflow 2
By Devvrat P
•Jul 8, 2020
Awesome and in-depth knowledge by Andrew. I bet he is an awesome mentor. Thank you Andrew :)
By Jiawei H
•Jun 22, 2020
Introducing some deeper knowledge about the DL framework, like hyperparameter tuning and BN.
By Atilio T
•Jun 4, 2020
Excellent course. For understanding the essential concepts of tuning a deep learning project
By Bryon H
•May 3, 2020
Very good information on the different optimizers and strategies for hyper-parameter tuning.
By Jiaqi d
•Apr 19, 2020
Really helpful to get a general idea of how to tune the hyperparameter! Very clear teaching!
By Abdoulaye
•Apr 13, 2020
This course was just very great, I found my self very excited to learn. Thanks Sir Andrew Ng
By venkatesh v
•Feb 2, 2020
Definitely 5 star ..This teaching is cake walk for newbies and concepts explained very well.