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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:

2801 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2825 个评论(共 7,283 个)

创建者 Y D

Oct 24, 2017

Clear thought, detailed instructions and practical homeworks as usual.

创建者 Aditya K

Oct 3, 2017

Brilliant course. Helps get you running in this really exciting field.

创建者 Niel R

Sep 29, 2017

Great overview on how to improve the neural networks learning process.

创建者 Venkateswara R B

Sep 25, 2017

Its a great experience to make an entry with deep learning frameworks.

创建者 Utku M T

Jun 26, 2021

Very useful course to understand core hyperparameter tuning concepts.

创建者 Muhammad H u H

Jun 9, 2021

Extremely necessary course for deep learning students and researchers

创建者 Nana K O

Oct 19, 2020

This was a captivating learning experience. So much knowledge gained.

创建者 Santiago R P

Sep 5, 2020

Excellent course. I will look forward for an update on tensorflow 2.0

创建者 Alperen S A

Jul 31, 2020

Probably the most useful course i've ever had. Thanks a lot Andrew NG

创建者 Parth M

Jul 30, 2020

Perfect if you want to know what's happening behind the frameworks:-)

创建者 Madhav P

Jul 25, 2020

Gained some pretty strong basics in Optimization algos, tuning etc...

创建者 柳子豪

Jun 10, 2020

A nice combination of theory and hands-on practice for improving DNN.

创建者 Michael Y

May 23, 2020

Another excellent course, well taught and great programming exercises

创建者 Manthena S S R V

May 17, 2020

It was an excellent course, I have learnt a lot through this course..

创建者 Surendar A

May 16, 2020

Thnaks Andrew!! You keep on inspire us through your indepth knowledge

创建者 Виктор В К

May 11, 2020

Отличный курс. Очень познавательный. А преподаватель просто отличный.

创建者 Raeed A

May 7, 2020

Very well detailed and interesting course. develops a lot of interest

创建者 Marcelo F

Apr 30, 2020

A good overview on hyperparameters optimization. Good intuitions too.

创建者 Azamat S

Mar 19, 2020

Great techniques on how to improve the performance of your algorithm!

创建者 cristian m

Feb 7, 2020

Fue un curso muy interesante e enriquecedor, Very much thanks for it.

创建者 Reetu H

Dec 13, 2019

Got a little challenging but helped in learning alot of new concepts.

创建者 Meera J K

Nov 6, 2019

amazing course. Andrew Ngs teaching and course material is very good.

创建者 Farzam T

Nov 2, 2019

It was one the best experiences I had with coursera and learnt alooot

创建者 Huzaifa A

Jul 25, 2019

Good course for learning about DL projects and programming frameworks

创建者 Chen H

Jun 19, 2019

Great course, easy to understand with enough programming instructions