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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
63,492 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

AS

Apr 18, 2020

Very good course to give you deep insight about how to enhance your algorithm and neural network and improve its accuracy. Also teaches you Tensorflow. Highly recommend especially after the 1st course

筛选依据:

2176 - Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization 的 2200 个评论(共 7,283 个)

创建者 Hieu P

Mar 25, 2020

A good step-up of difficulty from the first course, I'm going to finish this Specialization

创建者 Bharathikannan N (

Dec 26, 2019

The coarse is well structured a so great.I enjoyed a lot.Thank you for this amazing coarse.

创建者 jamie s

Sep 18, 2019

Excellent course! Learned much more than the one Neural Networks university course I took.

创建者 ishan m

Jun 21, 2019

Very Intuitive and well explained. Extremely helpful strategies listed for training models.

创建者 Darrell T

Nov 18, 2018

Very good course! The intuitions and motivations of key concepts are very clearly explained

创建者 翁嘉进

Mar 21, 2018

It is helpful for me to improve effiency of deep neural network.Thank Andraid ng very much.

创建者 Samuel d Z

Mar 3, 2018

So much I learned from this course in such a condensed and short period of time...thanks!!!

创建者 Laszlo A

Oct 30, 2017

very nice extension to the first course. Built up in an easy to follow and interpret manner

创建者 Narasimha P

Oct 2, 2017

Offers good insight in Neural Networks, Training & introduction to a framework - TensorFlow

创建者 Sunil P

Aug 20, 2017

Really awesome, get to know basic understanding of parameters, regularisation and many more

创建者 vaasala b

Feb 25, 2024

this course was awesome. well structured and contained great assignments for good practice

创建者 Azizjon K

Aug 23, 2023

As expected it was a great course with a lot of valuable insights and easy to follow tasks

创建者 Salar K M

Jun 5, 2023

Very thorough and detailed explanation which can help you to make your Algorithm better !!

创建者 Jens E

Apr 14, 2022

Great way to formalize knowledge and to understand why you do things a certain way in DL.

创建者 Rajaram G

Feb 11, 2022

The notebooks are so well implemented and reinforce the concepts explained in the videos.

创建者 H.S

Oct 16, 2021

Excellent. Though the programming assignment were way too easy with a lot of hand holding.

创建者 metin s

Aug 5, 2021

Great platform. I loved these Courses. I look forward to other courses. I hope it's great.

创建者 Wayne H

May 6, 2021

Informative, challenging but surmountable, and with great practical examples along the way

创建者 pratik J

Oct 6, 2020

Good course especially the way Andrew Explain Basics and makes complex concepts so simple.

创建者 Anish A

Jun 7, 2020

One of the best courses on improving performance and structurally choosing hyperparameters

创建者 Luiggi A

Jun 7, 2020

It was amazing Learn how Neural Network works and how to use a framework to program easily

创建者 Ritwik S

May 27, 2020

It would have been more nice to get detailed implementation for hyperperameter tuning etc.

创建者 Aditya B S

May 20, 2020

Best course ever for anyone who is seeking knowledge of Neural Networks and deep learning.

创建者 Oqais T

May 15, 2020

Well balanced course structure assisted with good programming assignments. I just love it.

创建者 Medari T

May 12, 2020

For an online course, its very insightful on how we can speed up Deep Learning algorithms.