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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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5001 - 5025 of 7,254 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By Hanchen H

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Jun 17, 2019

理论与实践相结合的的典范课程！

By Quan S

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May 27, 2019

Perfect course!

By Renzo P

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May 22, 2019

Awesome course!

By F M

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May 12, 2019

perfect course!

By C K

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May 11, 2019

Amazing Course!

By Prabesh G

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Mar 5, 2019

Simply the best

By Vishnu N S

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Feb 28, 2019

Great Work !!!!

By Raj

•

Jan 17, 2019

Awesome course.

By Deepinder D

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Jan 3, 2019

Awesome course!

By Ilan B

•

Dec 9, 2018

excellent cours

By Atul S

•

Sep 30, 2018

Simply Awesome.

By Noureddine B

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Sep 26, 2018

Just excellent.

By Shulai Z

•

Aug 14, 2018

perfect course!

By Yuan X

•

Jul 1, 2018

Great exercise!

By 程方明

•

Jun 23, 2018

正常时间刷完，调参侠又进一步了

By Kuei P H

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Jun 22, 2018

太多技法，感謝Andrew老師

By Swastik M

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Jun 18, 2018

Awesome content

By Alessandro M

•

Jun 15, 2018

Simply amazing!

By Michael M

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Jun 15, 2018

Awesome course.

By Azamat K

•

May 29, 2018

It was perfect.

By Zheng T

•

May 24, 2018

有时课件中有些小错误，也能理解

By Shalini H

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May 17, 2018

Awesome course

By Mohamed D

•

Apr 24, 2018

Merci Beaucoup!

By biqiang

•

Apr 24, 2018

宝贵的超参数调试经验，谢谢分享

By Marco D V

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Mar 31, 2018

Amazing course!