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Back to Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

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

4.9
stars
63,068 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 neural network in TensorFlow. 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

XG

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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.

YL

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very useful course, especially the last tensorflow assignment. the only reason i gave 4 stars is due to the lack of practice on batchnorm, which i believe is one of the most usefule techniques lately.

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2701 - 2725 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Galley D

Dec 2, 2017

Outstanding again. Great complement of course 1 for practical application

By Andy L

Oct 30, 2017

A great course to learn how to tune the hyperparameters of nerual network

By Matteo T

Oct 10, 2017

Great overview of the important hyperparameters function of deep learning

By Boutayeb H

Sep 23, 2017

Thank you Pr. Andrew and the whole team. That was a beautiful experience.

By Hardeep A

Sep 7, 2017

Excellent course with really good explanation of basics of deep learning.

By Sowrabh M A

Sep 10, 2021

great theoritical understanding for hyperparameter tuning can be gained

By Charith J

Jul 21, 2021

Very interesting course. Learned so many new things about deep learning.

By Omer K G

Feb 7, 2021

It was a really smooth experience. I enjoyed learning with these videos.

By Trishita M

Jul 31, 2020

Excellent course material, programming assignments are very well guided!

By Сычев Д А

Jun 23, 2020

Really useful introduction to frameworks hyperparameters and other stuff

By sauresh b

Jun 21, 2020

Excellent course for software engineers to gain Deep Learning knowledge.

By Tiansheng X

May 26, 2020

Good. The teacher is really good. I hope that he can teach more courses!

By Pierre S B N

Apr 21, 2020

This course is so perfect that I don't have enough words to describe it!

By Ali M

Jan 1, 2020

I loved this course it taught me so much I have been wondering for years

By PRATYUSH S

Oct 10, 2019

very interesting course , deepens the concepts about deep neural network

By Prithviraj s

Oct 5, 2019

A big Thank you to Sir Andrew Ng and his team for this wonderful course.

By Suyash W

Aug 18, 2019

Best Course for understanding what exactly goes under the Neural Network

By Alexis C

Jul 14, 2019

Perfect chapter on Hyperparameter and other optimization way for our NN.

By Cyril C

Jul 9, 2019

Extremely useful, course, as all other courses in the series. Thank you!

By Chong Z

Jun 14, 2019

good introduction for hyperparameter tuning, covers nearly every aspects

By Naci A

Apr 21, 2019

Thank you Andrew Ng!!!! for giving me a big chance to learn these things

By eren a

Feb 10, 2019

Must-have class if you are in deep learning area!!!

Thanks a lot, Andrew!

By 陈淼博

Dec 18, 2018

NICE COURSE!It takes my a lot of time, but it indeed deserve our effort!

By Echedey L

May 28, 2018

Awesome course to learn how to work with hyperparameters the proper way.

By Ryusuke M

May 28, 2018

Basic concepts for tuning hyperparameters learned in practical examples.