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

4.9
stars
63,477 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

AA

Oct 22, 2017

Assignment in week 2 could not tell the difference between 'a-=b' and 'a=a-b' and marked the former as incorrect even though they are the same and gave the same output. Other than that, a great course

MD

May 5, 2018

Would have liked to see the math and more complete explanations for all the things that Prof. Ng glosses over by saying "you don't really need to understand XYZ". Even if this material was optional.

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5151 - 5175 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By ELFAHIM O

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Oct 12, 2020

thanks andrew

By nagadithya a

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Aug 31, 2020

amazinggggggg

By Rita L

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Aug 25, 2020

great course!

By MD A R A

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Aug 18, 2020

Excellent !!!

By Dipu P

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Aug 11, 2020

Excellent one

By Vedant P G

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Aug 7, 2020

The best ever

By Zian Z

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Aug 4, 2020

Great course!

By Darheman D

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Aug 2, 2020

Great course!

By Sarthak m

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Jul 12, 2020

Great course!

By Ruiwen W

•

Jul 4, 2020

useful course

By Gokulakannan S

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Jun 20, 2020

Great course.

By Manikant R

•

Jun 14, 2020

Great course!

By Sayan H

•

Jun 9, 2020

Gtreat Course

By Ahmad N

•

Jun 2, 2020

Great Course!

By Seyed H Z

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May 31, 2020

Just Amazing!

By Deleted A

•

May 30, 2020

Great course!

By utsav j

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May 20, 2020

ek no. course

By SHEKKARI A

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May 1, 2020

Fantastic !!!

By Mohamed R E E

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Apr 20, 2020

It was great!

By Akshay V

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Apr 19, 2020

It was great!

By Paolo A

•

Mar 20, 2020

simply great!

By CIndyLYP

•

Mar 9, 2020

难度不大，入门刚刚好，赞！

By Alexandr S

•

Feb 24, 2020

Super! Thanks

By Tomasz Ł

•

Feb 8, 2020

Great Course!

By 牛尊

•

Jan 21, 2020

quite helpful