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

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:

2576 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2600 个评论(共 7,283 个)

创建者 Muhammad F H

May 11, 2020

Excellent Material and very nicely organized and delivered by the instructor!

创建者 Yash K S

Apr 30, 2020

Excellent course. Covers all the promised topics succinctly and with clarity.

创建者 Deepanjan M

Apr 15, 2020

Nicely Explained! Great course for those who have started with Deep Learning.

创建者 Tanbir A

Apr 7, 2020

High-quality content. Very well organized and topics and detailed discussions

创建者 Praveen

Jan 14, 2020

Great course on Hyper parameter tuning with all the low level details needed.

创建者 GYUHOON K

Dec 3, 2019

if assignment is tf v2, it would be better.

however, I am glad to practice tf.

创建者 Pablo M P D

Aug 13, 2019

Me pareció un buen curso, complementa bastante lo aprendido en curso anterior

创建者 Jeff J

Jul 23, 2019

Great opportunity to see the difference various optimization techniques make.

创建者 Karel N N

Apr 4, 2019

Excellent courses, and a great teacher! Best regards and thank you very much!

创建者 Qasid S

Jan 6, 2019

Great Course!! This course should be part of every deep learning career path.

创建者 Shayan

Jan 5, 2019

Another well-taught course. Cant wait to complete more in the specialization.

创建者 Anup J

Dec 8, 2018

Amazing session and all the details and calculations are perfectly explained.

创建者 Borijan G

Sep 30, 2018

It was very fun and educative, I can't wait to learn more on the next course.

创建者 Ugur Y

Sep 20, 2018

Still I couldn't check the videos I watched from my tablet when I was offline

创建者 Ambareesh S J

Aug 29, 2018

Lovely course, introduced me to TensorFlow. Andrew NG is amazing as per usual

创建者 Aditya k

Jul 4, 2018

I got to understand a lot of key concepts, and my vocabulary in AI increased.

创建者 Narendra P

Jan 28, 2018

Really Effective Course.

Just made me realize how much more there is to learn!

创建者 Ernesto S

Nov 29, 2017

Excellent material! Very well structured and organized. Thanks, great course!

创建者 Mohammad S H

Nov 26, 2017

I learnt many things about tuning process and the maths behind those methods.

创建者 SONG G

Oct 29, 2017

This is the first time that I really learned tensorflow well. Thanks so much.

创建者 Sreekanth B

Oct 24, 2017

got must learn techniques for engineering and realizing real world use cases.

创建者 Duncan “ M

Oct 17, 2017

Interesting content, good insights, finally on to the programming frameworks!

创建者 Marsh

Oct 3, 2017

Great course. Provides practical information that can be applied immediately.

创建者 Prashant J

Aug 15, 2017

Andrew sir is a hero sent down from God to teach you anything and everything

创建者 Jorge J

Mar 6, 2023

Adrew is by far the best professor i've came to have classes with. Thank you