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

4.9
stars
63,068 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

XG

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Thank you Andrew!! I know start to use Tensorflow, however, this tool is not well for a research goal. Maybe, pytorch could be considered in the future!! And let us know how to use pytorch in Windows.

YL

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very useful course, especially the last tensorflow assignment. the only reason i gave 4 stars is due to the lack of practice on batchnorm, which i believe is one of the most usefule techniques lately.

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4526 - 4550 of 7,239 Reviews for Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

By 张宇旻

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Sep 9, 2017

浅显易懂，通过课程对超参优化等有了深入的理解。

By Ali A

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Apr 4, 2022

very practical course.

By huy h

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Sep 19, 2021

Thanks for this course

By Aakash R

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Jul 29, 2021

Great course, loved it

By Nguyễn H V

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Feb 1, 2021

Thanks to Mr Andrew Ng

By Alper D

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Oct 27, 2020

Thanks for everything!

By Mohit S

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Jul 14, 2020

bovvj saras course che

By Zhongxuan W

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Jul 11, 2020

Let's just continue!!!

By chihwing

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Jun 13, 2020

study hard continually

By Anusha K

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May 2, 2020

A mind blowing course.

By Anup B

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Apr 24, 2020

It was a great course.

By Itai D

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Apr 5, 2020

Great course thank you

By Abhilash M

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Mar 2, 2020

Very practical course!

By Mars W

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Dec 20, 2019

thx ,very good course.

By Mamedov M

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Oct 15, 2019

Thanks! All is perfect

By RICHIK G

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Sep 17, 2019

full course is amazing

By Tristan S

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Aug 10, 2019

very insightful course

By Gustavo A O M

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Jul 24, 2019

Incredibly satisfying!

By Haoran L

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Jul 11, 2019

Learned a lot. Thanks!

By Fabian M R M

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Jun 16, 2019

really complete course

By Evrim K Ö

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May 24, 2019

It was a great course!

By 장수영

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May 12, 2019

Thanks to teaching me!

By Takato K

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Apr 10, 2019

Greate Course!! thx :)

By Saber E

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Apr 1, 2019

Thanks, Great course !

By Yue E

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Feb 23, 2019

Gracias, gran curso :)