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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
1,657 个评分
383 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 19, 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 28, 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:

201 - Introduction to Deep Learning 的 225 个评论(共 382 个)

创建者 Zein S

Mar 23, 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 1, 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 1, 2020

Good course to learn.

创建者 Abdul R

Oct 8, 2019

Well prepared course!

创建者 Chenglei S

Jul 5, 2018

Assignments are good.

创建者 Noor A K

Jun 26, 2020

i took it by mistake

创建者 Ezequiel O A G

Aug 19, 2018

I liked this course!

创建者 Nahibau R

Feb 13, 2018

Очень полезный курс.

创建者 刘岩

Oct 22, 2018

Very helpful course

创建者 Alexander G

Apr 16, 2020

I've learned a lot

创建者 Pavel Y

Aug 7, 2019

it was pretty good

创建者 sagar s

Sep 29, 2018

Awesome. Worth it!

创建者 Eli B

Apr 7, 2020

Excellent course!

创建者 徐雨臻

Aug 19, 2019

excellent courses

创建者 abdul s

Nov 6, 2018

Very Good Course

创建者 Amulya R B

Nov 5, 2017

Awesome course!

创建者 Aleksandr G

Aug 20, 2019

Very advanced!

创建者 Akshit V

Jul 13, 2019

Great Course!