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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

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:

2676 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2700 个评论(共 7,283 个)

创建者 Yuzhe Q

Aug 14, 2018

This course is valuable for my implementation of deep learning algorithm!

创建者 Hang J

Jul 29, 2018

The practice are super helpful to my understanding of the mathy materials.

创建者 Andres S

Mar 18, 2018

Great course. Had to wait until the end for the best part with Tensorflow.

创建者 Animesh B

Feb 17, 2018

This course is better than the previous ones.. So much to learn from this!

创建者 Kaihua T

Nov 23, 2017

As a master student major in computer science, this course helps me a lot.

创建者 John H

Nov 11, 2017

Great nuanced information that is not covered well in many online courses.

创建者 Zhang B

Nov 7, 2017

Hyperparameter tuning is a useful to for optimization of machine learning.

创建者 Diego M

Nov 5, 2017

Great like the rest of the specialization - Also great intro to TensorFlow

创建者 selim ö

Nov 1, 2017

The course helped me to learn a lot. I am grateful for the course. Thanks.

创建者 Muhammad A K

Aug 31, 2017

Excellent add on to the first course "Deep Learning and Neural Network"...

创建者 Marco M

Mar 22, 2023

Concise introduction. Notebooks used for labs are really well documented.

创建者 Aliya A

Jun 26, 2022

it give us the idea how to improve our model by tunning the hypermerater.

创建者 Josué S C P

Jul 22, 2021

Amazing course, have everything to start deep neural networks developing.

创建者 Florian C

Jan 8, 2021

Best resource for learning about deep learning I have encountered so far!

创建者 Jean-Michael B

Dec 6, 2020

This was exciting to learn the tuning of parameters and using tensorflow!

创建者 Juan W

Nov 27, 2020

it is highly recommended for beginners as a first step into deep learning

创建者 Ameer H

Sep 21, 2020

Again Andrew is rocking and giving you some useful tips in deep learning.

创建者 Fabian Z H

Sep 4, 2020

As always, you can expect a high quality course from Professor Andrew Ng.

创建者 Kush S

Jul 7, 2020

The techniques discussed are easy to follow & intuitive most of the times

创建者 Pradipta S

May 27, 2020

It was a very good course. It has also help me to increase my confidence.

创建者 Efraín M M

May 23, 2020

Excellent foundations, tips and hands-on excercises for parameter tuning!

创建者 Arnab B

May 19, 2020

Awesome Course , just loving this Coursera and Sir Andrew Ng at his best.

创建者 Kunal K

Apr 12, 2020

Awesome course_by one of the best faculty in the field of Neural networks

创建者 Shashi N I

Feb 24, 2020

Excellent course. Practical without much compromise on theoretical depth.

创建者 Amir K

Nov 25, 2019

excellent and useful Course , thank you from Andrew NG and your Coursera