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

4.9
stars
63,156 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

NA

Jan 13, 2020

After completion of this course I know which values to look at if my ML model is not performing up to the task. It is a detailed but not too complicated course to understand the parameters used by ML.

HD

Dec 5, 2019

I enjoyed it, it is really helpful, id like to have the oportunity to implement all these deeply in a real example.

the only thing i didn't have completely clear is the barch norm, it is so confuse

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5201 - 5225 of 7,249 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Mikhail O

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Nov 30, 2017

Great course!

By Ajay P

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Nov 23, 2017

good and best

By Corrado S

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Nov 10, 2017

Thanks Andrew

By Arun S

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Nov 4, 2017

Great course!

By Nikhil J

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Oct 25, 2017

excellent !!!

By Andrew N

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Oct 23, 2017

Great course!

By 杨骏垒

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Oct 21, 2017

Great course!

By Noah L

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Oct 9, 2017

Great course.

By Luyao J

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Sep 28, 2017

Great course!

By Songphon K

•

Sep 24, 2017

Great course.

By Xinxin

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Sep 16, 2017

Good course !

By Ahmet H E

•

Sep 11, 2017

So far great!

By William G

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Sep 6, 2017

very nice A++

By Jinshi ( H

•

Sep 4, 2017

great course!

By Bo Y

•

Aug 28, 2017

Great course!

By Andrey S

•

Aug 24, 2017

Great course!

By lee

•

Aug 24, 2017

I respect you

By Lucas G

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Aug 23, 2017

Great course!

By Danny P

•

Aug 23, 2017

Great course.

By yechunnan

•

Aug 22, 2017

Great course!

By Celestino A

•

Aug 21, 2017

Great course!

By 蒋进进

•

Aug 20, 2017

Great course!

By Nishan D B

•

Jul 23, 2024

Great course

By MALASHREE S

•

Mar 17, 2024

Great course

By Asanka W

•

Jan 12, 2023

Great course