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Learner Reviews & Feedback for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization by DeepLearning.AI

4.9
stars
63,325 ratings

About the Course

In the second course of the Deep Learning Specialization, you will open the deep learning black box to understand the processes that drive
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

DD

Mar 28, 2020

I have done two courses under Andrew ng and I am grateful to Coursera for their highly optimised and easily learning course structure. It has greatly help me gain confidence in this field. Thank you.

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2201 - 2225 of 7,271 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By ngoy m

Jan 25, 2020

Learning quickly from very well thought out and put together lectures by Prof. Ng and team

By Sathvik B

Jan 2, 2020

very practical course.... although hyperparameter tuning could be explained in more detail

By Tim W

Dec 15, 2019

Thank Professor Ng for teaching us with such as a well-organized and very unique contents.

By Namburi S

Nov 11, 2019

An excellent course with practical applications on how to do better hyper-parameter tuning

By Dmitry S

Oct 18, 2019

Invaluable to understand the practical specifics of hyperparameter tuning and optimization

By Joe M

Sep 29, 2019

Very nice course. Gives a real world perspective into optimization of deep learning models

By Anne G

Aug 27, 2019

Thanks again for the great tutorials and the learning experiences! Thoroughly enjoyed it!

By Jerry

May 27, 2019

Thanks to deeplearning.ai for this nice couse, really learned a lot and good for beginner.

By Saurabh S

Mar 23, 2019

Awesome course. Improving the Deep Neural Network performance is explained so intuitively.

By Deepak M

Jul 25, 2018

This course content is structured so well that you would almost never refer anything else.

By zhaoxi w

Mar 18, 2018

very useful; i like the programming assignment which is well structured and well explained

By Jyoti K

Mar 6, 2018

It is a great course to learn in-depth details of deep learning concepts. I learned a lot.

By Lanchen S

Feb 10, 2018

I wish I could learn more about Tensorflow. But anyway, this course is already good enough

By Kimi T

Feb 8, 2018

Excellent course. Provide a lot of useful tips to find the the optimal way to train a DNN!

By Jitesh J

Sep 28, 2017

More programming exercises for Tensorflow may be advantageous from learning point of view.

By Ingrid A

Sep 18, 2017

This course offers immediately usable advice for improving performance of neural networks.

By yanghui

Aug 23, 2017

Programming assignment is well-designed to help me understand new concept;

great course!!!

By Vinid S

Aug 14, 2017

Wonderfully structured course! Thanks a lot for your efforts to democratize Deep Learning.

By Антон В С

Dec 30, 2020

Brilliant course to dive deeper into neural network and optimization processes inside it.

By Virat K

Nov 15, 2020

It is an amazing method of learning and quite an interesting puzzle at end of the course.

By Aleksander Z

Sep 20, 2020

Thanks for the great course! But I think the usage of Tensorflow v1 is a problem in 2020.

By Snow Y

Aug 11, 2020

The optimization algorithms are very effective. The teacher explained clearly and easily.

By NESTOR M D M

Jul 13, 2020

This is a great course, most of the content isn't available in books or in other courses.

By Yover M C C

Jul 8, 2020

High quality Course, I have learnt a lot about optimization and deep learning frameworks.

By Ashish L

May 12, 2020

Great course to understand the bolts and nuts to build a proper optimized neural network.