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

4.9
stars
63,238 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

CM

Dec 23, 2017

Exceptional Course, the Hyper parameters explanations are excellent every tip and advice provided help me so much to build better models, I also really liked the introduction of Tensor Flow

Thanks.

AB

Aug 26, 2021

Amazing course which focus on the theoretical part of parameters tuning, but it needs more explanation of Tensorflow, as I felt a little lost in the last project. Except that, it is an amazing course.

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4776 - 4800 of 7,260 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Julia L

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Oct 26, 2020

Excellent course.

By AlexandrescuAndrei-Robert

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Sep 13, 2020

Very informative.

By Mohammad F

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Sep 10, 2020

excellent course!

By Stacy M

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Sep 4, 2020

I like the course

By Vaibhav Y T

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Aug 20, 2020

Excellent Course!

By K K B

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Aug 5, 2020

Excellent course!

By David I

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Jun 30, 2020

Excellent course!

By Bhavesh W

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Jun 20, 2020

great explanation

By Shreyas S

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Jun 15, 2020

Excellent course.

By Quoc-Khanh B

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May 26, 2020

clear explanation

By Hamza J

•

May 26, 2020

Best teacher ever

By Saurabh S

•

Apr 25, 2020

Essential Course.

By Edgar I

•

Apr 19, 2020

Very good course!

By Athanasios C

•

Apr 9, 2020

Excellent content

By Lei Y

•

Mar 25, 2020

Always excellent!

By Hiran W

•

Mar 13, 2020

Very good course.

By Andrew F

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Feb 11, 2020

Brilliant course!

By Satish G

•

Feb 6, 2020

Great lectures!!!

By Fokhrul

•

Jan 24, 2020

Great experience!

By Alia M

•

Jan 9, 2020

Thank you so much

By Huynh B H

•

Dec 14, 2019

this is very good

By null

•

Oct 11, 2019

非常好，提供了很多超参调节实践经验

By Raunak S

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Aug 23, 2019

as always as best

By Abhinand

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Jun 13, 2019

Brilliant course.

By ashish j

•

Jun 11, 2019

Great Assignments