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返回到 Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

学生对 DeepLearning.AI 提供的 Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的评价和反馈

4.9
63,493 个评分

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....

热门审阅

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

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

筛选依据:

3151 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 3175 个评论(共 7,283 个)

创建者 Julian L

Mar 2, 2019

Muy bueno en la forma que se explica los conceptos. Gracias

创建者 Minhao Z

Feb 9, 2019

This course is extremely helpful to real-world NN projects.

创建者 志超杨

Dec 22, 2018

很棒:有理论、有实践。

再一次感受学习的魅力。

感谢吴恩达老师以及你们的团队。

也许,你真的帮助我改变了命运。

谢谢你。

创建者 Halima E

May 3, 2018

Que dire ! très belle introduction , explication parfaite ,

创建者 Chaudhari H R

Mar 16, 2018

This is another great machine learning course by andrew ng.

创建者 Andrew S

Jan 31, 2018

Amazing course, very easy to understand and you learn a lot

创建者 Raşit A

Jan 4, 2018

Very informative course on tuning the deep neural networks.

创建者 Alexey K

Nov 6, 2017

Thank you for the interesting lessons and new knowledges...

创建者 Sergio-Feliciano M

Sep 16, 2017

Love this courses, I am learning a lot!

Thank you very much!

创建者 Ramesh M

Aug 16, 2017

So thankful for elaborate and clear content in this course.

创建者 ATUL M

Jul 24, 2022

Awesomeness overloaded.

Thankyou for this kind of knowledge

创建者 Afsar k

Jul 28, 2021

Such a wonderful and helping personality of Sir, Andrew Hg

创建者 Sounak B

Jun 19, 2021

Wonderful course learnt a lot about tuning hyperparameters

创建者 Maximilian G H

Feb 22, 2021

Good overview of more practical aspects for deep learning.

创建者 Juan C J

Jan 22, 2021

Good insights on common practices to work with NN everyday

创建者 Безруков А Р

Jan 20, 2021

As always, excellent explanations of the material. Thanks!

创建者 Conrad L

Oct 6, 2020

Really good content. A bit challenging but not impossible.

创建者 Ricardo S M

Sep 14, 2020

Excelent course with the important details of training DNN

创建者 Lucas F

Aug 26, 2020

Amazing Course like always! Andrew Ng is a top instructor!

创建者 Yaungni L L

Jul 26, 2020

This is a great course if you want to learn deep learning.

创建者 Paras J

Jun 4, 2020

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创建者 Maxence d B C

May 4, 2020

A bit redundant if taken after the Machine Learning class.

创建者 prateek s

Mar 29, 2020

Great course. Covered most of the optimization techniques.

创建者 Aditya K

Feb 23, 2020

Wonderful Content , great delivery and amazing assignment.

创建者 Anshuman K

Jan 10, 2020

Well structured, very well explained ... Excellent course!