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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

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.

NC

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Yet another excellent course by Professor Ng! Really helped me gain a detailed understanding of optimization techniques such as RMSprop and Adam, as well as the inner workings of batch normalization.

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5226 - 5250 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Baraa R

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Oct 5, 2021

great course

By Code 4

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Jul 5, 2021

Great Course

By Minh V

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Apr 23, 2021

Good course!

By Shaik A A

•

Mar 30, 2021

Very Helpful

By Hoa N

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Mar 4, 2021

Good course!

By Mohamed A F

•

Jan 2, 2021

great course

By Daniel U

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Dec 20, 2020

Excellent!!!

By Veera M R G R

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Dec 2, 2020

Great course

By Nathan D

•

Oct 27, 2020

Great Course

By LiangHao

•

Oct 8, 2020

Great class!

By Minhazul A

•

Sep 18, 2020

just awesome

By Saransh G

•

Sep 9, 2020

Great Course

By Mohamed M

•

Sep 7, 2020

Thank you ^^

By Abylaikhan Y

•

Sep 7, 2020

Good course!

By Sơn N (

•

Aug 31, 2020

super useful

By Jyoti P S

•

Aug 29, 2020

Thank you :)

By Oriol A L

•

Aug 28, 2020

Really good!

By Daoyi G

•

Aug 21, 2020

Good course!

By Krystal P

•

Aug 3, 2020

Great class!

By Neel A

•

Jul 21, 2020

Exceptional!

By Prashant K S

•

Jul 7, 2020

Great course

By 王天乐

•

Jul 6, 2020

Great course

By Francklin R E

•

Jun 28, 2020

Great course

By AGNIVA C R

•

Jun 27, 2020

Just amazing

By Anand K

•

Jun 25, 2020

Great course