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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:

2826 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2850 个评论(共 7,283 个)

创建者 Ryan L

Jun 8, 2019

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

创建者 Krystian P

Feb 12, 2019

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

创建者 Loay W

Jan 10, 2019

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

创建者 RAJAT K B

Dec 21, 2017

Excellent lectures on hyperparameters and optimization techniques :-D

创建者 Trong-Tin D

Dec 4, 2017

Give some good practices in optimizing neural network implementation.

创建者 Sunil D

Nov 5, 2017

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

创建者 Gong Z

Oct 12, 2017

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

创建者 Vivek P

Oct 2, 2017

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

创建者 Gabriele T

Sep 29, 2017

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

创建者 Harry P

Sep 20, 2017

Looking forward to Convolutional Neural Networks and Sequence Models.

创建者 JiChen

Sep 18, 2017

Learned a lot about hyperparameter tuning

A good start for tensorflow!

创建者 Sharad V

Sep 4, 2017

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

创建者 Chris D

Sep 1, 2017

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

创建者 Dipu D

Nov 19, 2022

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

创建者 Eugenio B

Sep 29, 2021

Nice intuitions about deep learning and machine learning in general.

创建者 chadwick y

Feb 27, 2021

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

创建者 Binod R

Dec 29, 2020

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

创建者 Abdul B

Oct 28, 2020

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

创建者 Hassan I

Sep 4, 2020

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

创建者 S R

May 13, 2020

Excellent course to have in depth knowledge in tuning hyperparameter

创建者 Wajeeh A

Apr 14, 2020

It was very handful approach toward optimization of neural networks.

创建者 Shu Z

Mar 18, 2020

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

创建者 Swapnil K

Dec 23, 2019

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

创建者 Dejan D

Oct 8, 2019

Excellent course for learning basics of Hyperparameter optimization!

创建者 Lambert R

Sep 10, 2019

Well structured course. it contains the essentials for deep learning