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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
1,540 个评分
357 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:

201 - Introduction to Deep Learning 的 225 个评论(共 358 个)

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 07, 2019

it was pretty good

创建者 sagar s

Sep 29, 2018

Awesome. Worth it!

创建者 Eli B

Apr 07, 2020

Excellent course!

创建者 徐雨臻

Aug 20, 2019

excellent courses

创建者 abdul s

Nov 06, 2018

Very Good Course

创建者 Amulya R B

Nov 05, 2017

Awesome course!

创建者 Aleksandr G

Aug 20, 2019

Very advanced!

创建者 Akshit V

Jul 13, 2019

Great Course!

创建者 Edward J

Feb 28, 2018

Great course!

创建者 Ajayi E A

Jul 05, 2020

Satisfactory

创建者 Alfonso M

Jan 31, 2019

Good course.

创建者 Krishna H

Jun 10, 2020

Exemplary!

创建者 Alex

Mar 01, 2018

Nice work.

创建者 Xiao M

Dec 19, 2017

Very gooda

创建者 Kollipaka s

May 22, 2020

very good

创建者 M A B

Feb 25, 2019

Excellent

创建者 胡哲维

Dec 23, 2018

excellent

创建者 franco p

Sep 29, 2019

Amazing!

创建者 Parag H S

Aug 13, 2019

Amazing

创建者 MAINDARGI Y R

Jul 16, 2020

Great

创建者 Имангулов А Б

Jul 16, 2019

hard!

创建者 heechan s

Sep 10, 2019

Good