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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
63,493 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:

2851 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2875 个评论(共 7,283 个)

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 I 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

创建者 Boris C B

Nov 1, 2020

GReat knowledge!, powerful ideas to boost the capacities of the NN.

创建者 Juan P A C

Sep 22, 2020

Excellent lectures and exercises. Great introduction to TensorFlow.