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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

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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5051 - 5075 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Giang P T

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Apr 27, 2021

Awesome course

By Jose R C V

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Apr 3, 2021

It's excellent

By preeti s

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Mar 16, 2021

Great learning

By Mario A L P

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Feb 28, 2021

Muy buen curso

By Blue B

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Dec 31, 2020

it was perfect

By Shreyash

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Nov 30, 2020

It was Awesome

By DIPESH B

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Oct 9, 2020

awesome course

By Raushan K

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Sep 22, 2020

Perfect course

By Navjeet B

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Jul 21, 2020

He's the best.

By Priyank S

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Jun 11, 2020

Amazing course

By Deepak M

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May 25, 2020

Amazing course

By Rifat R

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May 21, 2020

Just Wonderful

By MANKRIT S

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Apr 30, 2020

Simply amazing

By Fab

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Apr 21, 2020

Great teacher!

By Rabeya T S

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Apr 19, 2020

Very effective

By Shikhar R

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Apr 15, 2020

Great content!

By mayukh m

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Apr 15, 2020

great hands on

By Akash D

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Mar 28, 2020

Thank You! Sir

By Hrithik P

•

Mar 18, 2020

Awesome Course

By Gogogo

•

Mar 16, 2020

Great lecture!

By Avishek S

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Jan 28, 2020

Good learning!

By Chency

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Jan 22, 2020

I learnt a lot

By Charith N B

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Jan 14, 2020

simply awsoeme

By Mayank S

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Oct 22, 2019

Awesome Andrew

By Carolyn X

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Sep 13, 2019

Great content!