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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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4776 - 4800 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By bexvan

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Aug 30, 2017

i like this course

By Cindy C

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Aug 21, 2017

very useful course

By Iván V P

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Aug 16, 2017

just incredible :D

By Hien P

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Aug 13, 2017

Execellent course!

By Marco M

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Feb 26, 2024

it is very clear!

By A.D. J

•

Mar 14, 2022

Amazing course!!!

By Marciele d M B

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Sep 13, 2021

Very good course!

By Yandi N

•

May 12, 2021

Excellent course.

By Noelia E

•

Nov 6, 2020

Excelent course!!

By Julia L

•

Oct 26, 2020

Excellent course.

By AlexandrescuAndrei-Robert

•

Sep 13, 2020

Very informative.

By Mohammad F

•

Sep 10, 2020

excellent course!

By Stacy M

•

Sep 4, 2020

I like the course

By Vaibhav Y T

•

Aug 20, 2020

Excellent Course!

By K K B

•

Aug 5, 2020

Excellent course!

By David I

•

Jun 30, 2020

Excellent course!

By Bhavesh W

•

Jun 20, 2020

great explanation

By Shreyas S

•

Jun 15, 2020

Excellent course.

By Quoc-Khanh B

•

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.