Chevron Left
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:

2551 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2575 个评论(共 7,283 个)

创建者 Michael A M

May 27, 2019

Teaches some basic concepts every ML programmer should know in a practical way

创建者 Sonny R

May 13, 2019

Great job describing the solutions and then presenting how the solutions work!

创建者 Khoa D D

Apr 23, 2019

Thank you for your lectures. It's very very interesting and easy to understand

创建者 Bogdan G

Mar 12, 2019

Great course on basic NN material, with useful implementation principles/tips.

创建者 Ashish G

Jan 13, 2019

At the top. There is no rating that can justify the content. Thank you Mr. NG.

创建者 srikanth m

Oct 2, 2018

Content is organized brilliantly and teaching methodology instills confidence

创建者 Zuo Z

Aug 19, 2018

This great course will give you strategies you may spent several year to know.

创建者 Eli S

Jun 3, 2018

In some cases practical insights are more important than the theoretical ones.

创建者 Serkan Ö

May 31, 2018

This was very informative course, please keep the content reachable afterwards

创建者 Salman A

Apr 21, 2018

This course is really helping me getting better on understanding deeplearning.

创建者 Mehmet S

Nov 22, 2017

This was less mathematical, and more code-oriented course than the one before.

创建者 Jacob V

Oct 25, 2017

Excellent course. I would recommend it for anyone interested in deep learning!

创建者 amit s

Oct 5, 2017

This course helped me in improving my knowledge so far about Deep Neural Nets.

创建者 Leslie L C H

Aug 13, 2017

Best ever Deep Learning MOOC ever take. Well explained and easy to understand.

创建者 Vaibhav

Sep 11, 2022

Excellent course with reasonably detailed explanations behind every concept!

创建者 Nourelhouda D

Oct 26, 2021

Very Interesting. Though I would put more stress on the TensorFlow framework.

创建者 Njeri M

Aug 29, 2021

Very well structured and taught. I enjoyed the programming assignments most.

创建者 shaik b

Jul 24, 2021

Superb experience able to understand to understand concepts behind tensorflow

创建者 Abdul R

May 3, 2021

wonderful , the contents of the course is outstanding. 100points from my side

创建者 Zhiqun Z

Jan 11, 2021

It helped me understand the mechanism of Adam optimizer in the shortest time.

创建者 Arjun M

Oct 22, 2020

WOW that was a ride! Learnt so much and improved my confidence on the subject

创建者 Ramana B

Aug 20, 2020

Andrew Ng's teaching style is so simple and understandable.

Thank you, Andrew!

创建者 Shivender K

Jul 8, 2020

Really complex and challenging but very enjoyable course with great learning.

创建者 José A C C

Jun 23, 2020

Excellent course to understand what hyperparameters are and how to tune them!

创建者 Sujatha G

May 18, 2020

really a wonderful session in depth with each and every concept with examples