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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
63,507 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

BA

May 31, 2020

Very good course, useful and smart. Some of the example are on tensorflow 1 but I think that they will update them soon to keras tf2 Thank you!I will pass on what I have learned here to undergrads :)

DH

Apr 26, 2020

Everything, Everyparameter in neural networks looks familiar to me now. I feel like I can optimize them for better accuracy. Overall I learned some new things and the way of teaching was really nice.

筛选依据:

2751 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2775 个评论(共 7,286 个)

创建者 Cristian M V V

Mar 5, 2021

Really advanced knowledge taught in a very simple and straight forward.

创建者 Gulam H W ( W

Feb 12, 2021

I have learn many thing in this course. Thank you vary much to the team

创建者 Deleted A

Jan 13, 2021

Nice lectures and the notebooks improved my understanding of each topic

创建者 Kateeba D

Sep 18, 2020

This is the best course interms of tuning and selecting hyperparameters

创建者 aman g

Aug 10, 2020

Simply its the best course to understand how to make your model better.

创建者 Adeel Z

Aug 3, 2020

Great course to understand the hyperparameters for Deep Neural Networks

创建者 Elias M

Jul 5, 2020

Great flow of the course and materials. I hoped it to be Tensorflow 2.x

创建者 Pratik H

Jun 12, 2020

Got to learn various Optimization Algorithms and the use of Tensor Flow

创建者 Kushagra S 4 B M E I V

Jun 5, 2020

interactive nature of learning and implementing makes the course great.

创建者 CHANDRESH M

May 2, 2020

Teaches the maths and how to implement the important parts from scratch

创建者 1

Apr 30, 2020

A well-created course. A must course for all deep learning enthusiasts.

创建者 Amandeep S

Apr 20, 2020

A great buildup on the first course, Very good explanation of concepts!

创建者 emmette

Apr 18, 2020

This is a great overview of how to optimize neural network performance.

创建者 Xiangyu P

Feb 17, 2020

Very clear explanation. Carefully designed practices. Wonderful Course!

创建者 Oktay

Dec 30, 2019

Great course, great lecturer! The interview sections are great as well!

创建者 Ankur A

Oct 3, 2018

Best course for understanding tuning of parameters and hyperparameters.

创建者 Massimo F

Sep 8, 2018

it is a very good follow-up of the first course on deep neural networks

创建者 shivendra s

Jun 11, 2018

i like the way of teaching and we want courses of AI from andrew ng sir

创建者 Shengquan W

May 17, 2018

The autosave often failed, which caused me to rework on my programming.

创建者 Shantaram G

Mar 21, 2018

Great lessons and assignments. Feels very competent. Thank you so much.

创建者 Jan Z

Mar 6, 2018

Very informative, concise, well presented, builds necessary intuition.

创建者 Wayne R

Oct 29, 2017

Appreciate the clear explanations and thoroughness of all your courses.

创建者 Brad H

Oct 2, 2017

Fantastic course. Andrew Ng teaches this stuff better than anyone else.

创建者 Alfonso M

Sep 28, 2017

We missed some questions at the end of each lesson. Andrew is awesome!!

创建者 Paul A

Aug 27, 2017

Thanks sir Andrew for sharing your experiences! It saves us many years!