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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:

2851 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2875 个评论(共 7,286 个)

创建者 Dejan D

Oct 8, 2019

Excellent course for learning basics of Hyperparameter optimization!

创建者 Lambert R

Sep 10, 2019

Well structured course. it contains the essentials for deep learning

创建者 Amin O

Aug 22, 2019

Another awesome course by Andrew! BIG Thanks to Andrew and his team.

创建者 Ravi

Aug 17, 2019

A+. Very good and useful course to learn about optimizations in DNN.

创建者 Dilok P

Aug 9, 2019

Great course, I have learned a lot throughout programming exercise.

创建者 Iain C

Jul 17, 2019

Hard going sometimes but I'm beginning to understand more about NNs.

创建者 pd

May 5, 2019

This course make me understand the tuning of parameters much better.

创建者 Ayush S

Feb 15, 2019

One of the best curses on Hyperparameters,Regularization and others.

创建者 Xiaohui N

Jun 23, 2018

Very good! Now i know what tensorflow is and will use it in my work.

创建者 Mohammed M H

Apr 6, 2018

Expected more items on tensorflow. However, its satisfactory enough.

创建者 Eftychios V

Feb 3, 2018

Great material, notebooks really detailed, enjoyed the entire course

创建者 Zak F

Dec 3, 2017

Enjoyable coverage of further optimization techniques and Frameworks

创建者 artprog

Oct 26, 2017

Awesome!!!!!!!!!!!!!!!!!!!!!!! I will recommend it to my classmates.

创建者 Anthony S

Oct 1, 2017

great content for the price of dinner! Thank you Andrew and staff!!!

创建者 globalflea

Sep 10, 2017

Enjoyed the course thoroughly - very clear explanations of concepts.

创建者 Jeff O

Aug 31, 2017

Great class with excellent explanations. Labs are fun and relevant.

创建者 Victoria G

Aug 27, 2017

It is so excited to learn with so many people. See you in next part.

创建者 Biniyam A

Mar 31, 2023

One of the most helpful and important course in this specialization

创建者 Zain D

Oct 26, 2022

Amazing. Suggestion adding some program practice for Batch Norch.

创建者 Đinh D

Oct 18, 2022

There is no words to say about this course. Excellent explanation!

创建者 Mirko Y B T

Feb 10, 2022

Muy buenos pequeños pasos para llegar a realizar a metas superiores

创建者 Victor A

Jan 16, 2022

It was amazing and the ending was great! Thank you Andrew and Team!

创建者 Meet P

Jul 9, 2021

Deep learning specialization is perfect for learning Deep learning.

创建者 Yu G

Apr 24, 2021

Great. I learned skills in using StackOverflow through this course.

创建者 Muhammad U J

Mar 6, 2021

Great course. Clear and easy to understand explanations. Thank you