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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
1,541 个评分
358 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

AK

Jun 02, 2019

one of the best courses I have attended. clear explanation, clear examples, amazing quizzes & Programming Assignment this course is advanced level, don't enroll it if you are a new starter.

筛选依据:

176 - Introduction to Deep Learning 的 200 个评论(共 358 个)

创建者 Walter H L P

Dec 02, 2017

It is very difficult but worth it.

创建者 SagarSrinivas

Sep 25, 2018

Awesome!. Worth the bucks spend!.

创建者 Andreas B

Jan 10, 2019

great course - I learned a lot!

创建者 Phumlani M

Jul 06, 2020

Enjoyable course. A must take.

创建者 Hera K

Jul 30, 2019

It was an amazing experience..

创建者 Dominik K

Nov 15, 2018

Great course. I learned a lot.

创建者 Pranav R

Nov 21, 2017

Liked it. It is brief and good

创建者 Timothy G

Aug 27, 2019

Very good course and training

创建者 Neeraj k

Jun 28, 2019

best method for understanding

创建者 Yechiel A

Jan 09, 2018

vary professional and advance

创建者 Christhian F

Oct 29, 2019

Very good and challenging!!

创建者 Zein S

Mar 24, 2018

Great course

Спасибо большое

创建者 pankaj s

Jul 28, 2020

very helpful and effective

创建者 Chen Z

Jan 31, 2020

Good course learned a lot!

创建者 Sylvain D

Sep 11, 2019

Very nice and instructive.

创建者 Muberangabo s

May 20, 2020

Hard by totally worth it!

创建者 Ivan S

Nov 11, 2018

Great introduction course

创建者 Ваганов Н

Aug 01, 2019

Interesting and NOT easy

创建者 AGWU E S

Apr 27, 2019

Learned and liked a lot

创建者 Jay G

Sep 15, 2018

very difficult at times

创建者 Dr S M

May 02, 2020

Good course to learn.

创建者 Abdul R

Oct 08, 2019

Well prepared course!

创建者 Chenglei S

Jul 05, 2018

Assignments are good.

创建者 Noor A K

Jun 26, 2020

i took it by mistake

创建者 Ezequiel A

Aug 20, 2018

I liked this course!