Chevron Left
返回到 Introduction to Deep Learning

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:

126 - Introduction to Deep Learning 的 150 个评论(共 382 个)

创建者 Igor P

Nov 18, 2018

Strongly recommended for those interested in current state of machine learning algorithms

创建者 Andrey M

Jan 1, 2020

Very nice course to meet deep learning. Based on "Learn by doing". Very good teachers.

创建者 Yu Q

Apr 7, 2019

Brief but clear lessons for intermediate level students with not-easy assignments. :)

创建者 Haidar A

May 1, 2020

would have been even better if the pre-programs in the notebooks were also explained

创建者 Sinan G

Nov 8, 2019

Wide and deep range of important topics, a high level for an introduction course.

创建者 Amey B

Jun 5, 2019

Awesome course with great Deep learning challenges to solve. Simply loved it.

创建者 Alex S

Oct 28, 2018

Thank for the teachers, I have a deeply impression to the style of teachers.

创建者 Prateek G

Mar 20, 2019

This course is very demanding. So, please listen to the lectures carefully.

创建者 Muhammad S

Jun 29, 2019

Thanks for providing such a great course. Very productive and informative.

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 4, 2020

Quite challenging and has good balance between theory and homeworks

创建者 Nimish S

Dec 5, 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 6, 2020

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

创建者 Akash C

Oct 4, 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 5, 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 Sai H K

Mar 19, 2019

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

创建者 Yunfei D

Aug 5, 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.