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

4.9
stars
63,175 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

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.

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5551 - 5575 of 7,253 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By SWAPNA R P

Sep 11, 2020

excellent

By Giovany G

Aug 14, 2020

Excellent

By Sagar L

Aug 13, 2020

Excellent

By Carlos

Jul 21, 2020

Fantastic

By David K

Jul 17, 2020

Loved it!

By akula k

Jun 28, 2020

excellent

By Pragati P

Jun 26, 2020

Excellent

By Sangitha P

Jun 19, 2020

Excellent

By jiangzhen

Jun 16, 2020

so great!

By FuWuJia

Jun 15, 2020

very good

By Pritam R

Jun 9, 2020

Pure Gold

By SIVA K C

Jun 8, 2020

Excellent

By Sauvik

Jun 6, 2020

Excellent

By Kamlesh C

Jun 4, 2020

Thank you

By Juan J H Á

Jun 4, 2020

excellent

By Свиридов И А

May 19, 2020

Loved it!

By Debasish D

May 15, 2020

Excellent

By Buddhima C

May 13, 2020

excellent

By Avdhesh B

May 11, 2020

excellent

By Hector G

May 2, 2020

excelent!

By Shweta A

May 2, 2020

very good

By sanjiv k j

May 2, 2020

very good

By Solayman H E

May 2, 2020

Very Good

By Douba J

May 1, 2020

Très bien

By Agustin S

Apr 22, 2020

Andrew <3