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学生对 国立高等经济大学 提供的 Introduction to Deep Learning 的评价和反馈

4.6
1,554 个评分
360 条评论

课程概述

The goal of this course is to give learners basic understanding of modern neural networks and their applications in computer vision and natural language understanding. The course starts with a recap of linear models and discussion of stochastic optimization methods that are crucial for training deep neural networks. Learners will study all popular building blocks of neural networks including fully connected layers, convolutional and recurrent layers. Learners will use these building blocks to define complex modern architectures in TensorFlow and Keras frameworks. In the course project learner will implement deep neural network for the task of image captioning which solves the problem of giving a text description for an input image. The prerequisites for this course are: 1) Basic knowledge of Python. 2) Basic linear algebra and probability. Please note that this is an advanced course and we assume basic knowledge of machine learning. You should understand: 1) Linear regression: mean squared error, analytical solution. 2) Logistic regression: model, cross-entropy loss, class probability estimation. 3) Gradient descent for linear models. Derivatives of MSE and cross-entropy loss functions. 4) The problem of overfitting. 5) Regularization for linear models. Do you have technical problems? Write to us: coursera@hse.ru...

热门审阅

DK

Sep 20, 2019

one of the excellent courses in deep learning. As stated its advanced and enjoyed a lot in solving the assignments. looking forward for more such courses especially in Natural language processing

AM

May 29, 2020

The hardest, yet most satisfying course I've ever taken in deep learning, by the end of the course I was doing stuff that was borderline sci-fi and that was just "introduction" to deep learning

筛选依据:

126 - Introduction to Deep Learning 的 150 个评论(共 360 个)

创建者 Stephane H

Sep 21, 2018

Great course, properly hard, learned a lot, not for the faint of heart !

创建者 Maksim A

Sep 19, 2018

not very deep, but well-performed introduction to deep neural networks

创建者 Ali A

Apr 25, 2020

Very good! a big thank you to all lecturers that built this course :)

创建者 Paul É D

Nov 20, 2018

Such a nice course, which is far more that an "introduction". Thanks

创建者 Semyon F

Aug 04, 2020

Quite challenging and has good balance between theory and homeworks

创建者 Nimish S

Dec 05, 2017

A fast paced but very indepth look. Programming exercises are great

创建者 Swapnil K B

Apr 11, 2019

One of the best courses on deep learning . Kudos to the creators.

创建者 Bruno F

Mar 17, 2019

Tough course. You are happy and proud when you get it to the end.

创建者 ABHISHEK M

Jul 06, 2020

One of the best courses on Coursera for practical deep learning!

创建者 Akash C

Oct 05, 2018

Nice course to learn some advance level Machine Learning stuffs.

创建者 Sajal C

Jun 17, 2020

Very good and informative. Should have basic concept knowledge.

创建者 Thomas F

Oct 05, 2019

Great course! How to use deep neuro nets for image recognition!

创建者 Evgeny K

Feb 24, 2018

Course is compact and at the same time very focused. Recommend.

创建者 Hemanth K

Mar 19, 2019

Good Course. Very informative and the assignments teach a lot.

创建者 Yunfei D

Aug 05, 2018

I learnt some good ideas which can not get from other courses.

创建者 Wei X

Aug 16, 2018

nice course. Program assignment is hard but very beneficial.

创建者 Zoltan S

Apr 08, 2018

It is fast paced. One of the best courses I have ever taken.

创建者 Tanishq S

Nov 09, 2019

Really informative course on fundamentals of deep learning.

创建者 Dmitry

Sep 29, 2019

Good starting point! Thanks to the creators of the course.

创建者 Ravindran M

Dec 04, 2018

Good course. More detailed lectures may have been helpful.

创建者 Subham T

Feb 21, 2018

Nice course with all the concepts explained in a lucid way

创建者 Udith D B H

Mar 12, 2020

Excellent course which expects much practical knowledge.

创建者 MEET S

Apr 19, 2020

Really useful to learn the basics of Deep Learning.

创建者 Debasis S

Jul 03, 2019

I surely have learned a lot from the course, thanks

创建者 Mohammed S E

Apr 19, 2019

very detailed , clear and to the point , i loved it