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čæ”å›žåˆ° Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

å­¦ē”ŸåÆ¹ DeepLearning.AI ęä¾›ēš„ Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization ēš„čÆ„ä»·å’Œåé¦ˆ

4.9
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63,507 äøŖčÆ„åˆ†

课程概述

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....

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BA

May 31, 2020

Very good course, useful and smart. Some of the example are on tensorflow 1 but I think that they will update them soon to keras tf2 Thank you!I will pass on what I have learned here to undergrads :)

DH

Apr 26, 2020

Everything, Everyparameter in neural networks looks familiar to me now. I feel like I can optimize them for better accuracy. Overall I learned some new things and the way of teaching was really nice.

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2826 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization ēš„ 2850 äøŖčÆ„č®ŗļ¼ˆå…± 7,286 个)

åˆ›å»ŗč€… Huzaifa A

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Jul 25, 2019

Good course for learning about DL projects and programming frameworks

åˆ›å»ŗč€… Chen H

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Jun 19, 2019

Great course, easy to understand with enough programming instructions

åˆ›å»ŗč€… Ryan L

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Jun 8, 2019

Shallow dive in practice. Great starting point! Thank you, Andrew !!!

åˆ›å»ŗč€… Krystian P

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Feb 12, 2019

The homeworks (programming assignments) are a little bit an overkill.

åˆ›å»ŗč€… Loay W

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Jan 10, 2019

I liked the Framework choice as TensorFlow and the project was nice!

åˆ›å»ŗč€… RAJAT K B

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Dec 21, 2017

Excellent lectures on hyperparameters and optimization techniques :-D

åˆ›å»ŗč€… Sunil D

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Nov 5, 2017

Right balance between details and speed at which course is conducted.

åˆ›å»ŗč€… Gong Z

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Oct 12, 2017

wonderful lecture! Gained so much from this lecture, thanks you guys!

åˆ›å»ŗč€… Vivek P

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Oct 2, 2017

Learnt a lot in the course. Nice to be introduced to tensor flow too.

åˆ›å»ŗč€… Gabriele T

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Sep 29, 2017

A wide and deep explanation of the most important improvements for NN

åˆ›å»ŗč€… Harry P

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Sep 20, 2017

Looking forward to Convolutional Neural Networks and Sequence Models.

åˆ›å»ŗč€… JiChen

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Sep 18, 2017

Learned a lot about hyperparameter tuning

A good start for tensorflow!

åˆ›å»ŗč€… Sharad V

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Sep 4, 2017

Great course, and in depth information about Hyper parameters tuning.

åˆ›å»ŗč€… Chris D

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Sep 1, 2017

As usual, impeccable teaching from Andrew - still the leader in MOOCs

åˆ›å»ŗč€… Dipu D

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Nov 19, 2022

Great course. Andrew Ng has really made the hard concepts seem easy.

åˆ›å»ŗč€… Eugenio B

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Sep 29, 2021

Nice intuitions about deep learning and machine learning in general.

åˆ›å»ŗč€… chadwick y

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Feb 27, 2021

Useful course! I'm one step closer to being a deep learning engineer

åˆ›å»ŗč€… Binod R

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Dec 29, 2020

It is a great course in deep learning with well-organized materials.

åˆ›å»ŗč€… Abdul B

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Oct 28, 2020

Good Learning point for the intermediate learners, to dig into depth

åˆ›å»ŗč€… Hassan I

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Sep 4, 2020

A well designed course to get deep intuitions about deep learning ;D

åˆ›å»ŗč€… S R

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May 13, 2020

Excellent course to have in depth knowledge in tuning hyperparameter

åˆ›å»ŗč€… Wajeeh A

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Apr 14, 2020

It was very handful approach toward optimization of neural networks.

åˆ›å»ŗč€… Shu Z

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Mar 18, 2020

Great course! I have learned skills and how to perform TsensorFlow.

åˆ›å»ŗč€… Swapnil K

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Dec 23, 2019

Good course for learning about the optimisation of a neural network.