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

4.9
stars
63,175 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

AM

Oct 8, 2019

I really enjoyed this course. Many details are given here that are crucial to gain experience and tips on things that looks easy at first sight but are important for a faster ML project implementation

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.

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4651 - 4675 of 7,254 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Divya M

•

Nov 4, 2018

Thank you Andrew NG.

By Firas

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Sep 20, 2018

Indrew is incredible

By 陆尹浩

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Sep 4, 2018

good course! thanks.

By Francisco P

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Aug 14, 2018

Amazing and helpful.

By jackxu

•

May 28, 2018

very good，meaningful

By Wanchiy

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Apr 29, 2018

感谢老师的教程 让我对深度学习了解的更深

By Abdulmajeed M K

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Apr 17, 2018

Amazing as expected!

By kaustubh j

•

Mar 4, 2018

Really great course.

By shin s

•

Jan 5, 2018

really great course!

By qixiang

•

Dec 11, 2017

Ng is a good teacher

By Tega E

•

Dec 7, 2017

Very well structured

By Chang H

•

Nov 24, 2017

Very helpful for me.

By Wanicca

•

Sep 29, 2017

非常良心的课程，我要把五门课程全部通过～

By Brandon W

•

Sep 9, 2017

Amazing instruction.

By liubai01

•

Sep 6, 2017

Excellent exercises!

By LI H

•

Aug 21, 2017

Fantastic as always!

By Zexi H

•

Aug 19, 2017

Awesome assignments!

By Inna U P

•

May 22, 2024

Clear and efficient

By cornell

•

Dec 15, 2021

GREAT COURSE in DL

By Bengt H

•

Apr 11, 2021

Finally Tensorflow!

By Athansios B - S

•

Mar 14, 2021

Really good course!

By Alperen B O

•

Dec 17, 2020

andrew ng thank you

By Cesar O

•

Oct 19, 2020

Very good as always

By Huy Đ N H

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Oct 11, 2020

best teacher ever !

By Javokhir R

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Sep 11, 2020

Amazing experience!