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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

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

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

筛选依据:

2476 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2500 个评论(共 7,283 个)

创建者 JONGHO O

Aug 12, 2018

It was nice lecture and I had learned about Improving Deep Neural Networks skills

创建者 Gita D

Aug 1, 2018

Just excellent...many practical aspects of training a good model has been taught.

创建者 Giacomo A

Jan 28, 2018

Very clear and systematic, goes through all the fundamental information one needs

创建者 Ivan A

Jan 5, 2018

Very well organized course. It gives you a good introduction to this broad field.

创建者 Jk L

Nov 9, 2017

Many benefites for me although i have been working in the CV and DL for some days

创建者 LI M

Aug 24, 2017

It will be better if there are more tensorflow contenct and unsupervised learning

创建者 Rob I

Dec 2, 2023

Excelente curso, donde te explican todas las formas para tunear tu red neuronal.

创建者 Roilhi I

Feb 27, 2023

Very interesting materials about how to correctly optimize deep neural networks.

创建者 Mauro A G S

Feb 11, 2021

The most complete and clear course of Deep Learning that have done in my career!

创建者 PRATHAM S 1

Feb 11, 2021

Amazing course please if you are seriously interested in DL, a must take course.

创建者 BMH

Nov 17, 2020

This is a good course to follow by a person who is in any stage at deep learning

创建者 A A V

Sep 21, 2020

Enjoyed the course. Learned a ton. I will surely try concepts learned from here.

创建者 ANURAG S

Sep 1, 2020

Great Course. Helped me learn many important concepts about Deep Neural Networks

创建者 Rohit K

Aug 11, 2020

Week 1 was bit difficult to catch up. But the it was as good as previous course.

创建者 Yashwanth G

Jun 25, 2020

A very detailed and in-depth explanation of the various optimization techniques.

创建者 Divyanshu S

Jun 20, 2020

Extremely helpful course in getting insights into working of Deep neural network

创建者 Bruce M

Jun 16, 2020

The lectures are excellent. Very detailed. I was bale to take really good notes.

创建者 Krishna P P

Jun 14, 2020

It really helped me to understand how can I improve the performance of my model.

创建者 - A U S

May 25, 2020

Absolutely insightful from the perspective of optimizing a NN. Thanks Andrew NG!

创建者 Krishna P D

May 2, 2020

Great way to know internal workings of Neural Networks. Very clear fundamentals.

创建者 Reza M

Apr 26, 2020

Great Intuitions! On e of the best experiences of online leanings. Thx Coursera!

创建者 Piyush V

Dec 21, 2019

A great and very beginner friendly course to understand optimization techniques.

创建者 George B

Aug 13, 2019

Very useful skills for implementing neural nets after you understand the basics.

创建者 Mehul

Jul 30, 2019

As always it was a great experience learning from the very best in the business.