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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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4726 - 4750 of 7,283 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Mohamed A

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Oct 4, 2020

great explanation!

By Nelson J B F

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Aug 23, 2020

Excepcional course

By Pillalamarri G K

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Jul 13, 2020

Really great stuff

By Muhammad B Z R

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Jun 29, 2020

I've learnt a lot!

By ACECOM I

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Jun 13, 2020

MI CAMINO NINJA :D

By Abhinav S

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Jun 10, 2020

Awesome learning !

By Nitheese T

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May 14, 2020

again...a good one

By Mohamed E

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May 6, 2020

Great as usual (Y)

By Mario H

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May 2, 2020

Excellent material

By A H

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May 1, 2020

Exceptional Course

By chakilam p k

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Apr 27, 2020

week 2 is soo good

By Prerak M

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Apr 20, 2020

outstanding course

By Jérémie D

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Apr 7, 2020

Great content, thx

By Gaurav S

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Apr 7, 2020

good for beginners

By Jack C

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Mar 17, 2020

Simply exceptional

By Chinmaya H

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Dec 8, 2019

Most interesting!!

By Menaka P A

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Nov 11, 2019

Very Tough content

By Jose P

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Sep 29, 2019

Very good overall.

By 陈宇轩

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Sep 22, 2019

really impressive!

By Deleted A

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Sep 19, 2019

Loved this course.

By Boris G A

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Aug 17, 2019

lee is the best :D

By Deepak S

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Jul 11, 2019

great explanations

By नवल (

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Jul 1, 2019

Amazing experience

By Christopher T

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Jun 1, 2019

Really enjoyed it!

By wolf

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May 21, 2019

great and detialed