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Comentários e feedback de alunos de Introduction to Deep Learning da instituição National Research University Higher School of Economics

4.6
estrelas
1,660 classificações
384 avaliações

Sobre o curso

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...

Melhores avaliações

DK
19 de Set de 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

TP
8 de Ago de 2020

A very good course and it is truly insightful. This course deals with more on the concepts therefore I have a better understanding of what is really happening when I build deep learning models.

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126 — 150 de 384 Avaliações para o Introduction to Deep Learning

por Igor P

18 de Nov de 2018

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

por Andrey M

1 de Jan de 2020

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

por Yu Q

7 de Abr de 2019

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

por Haidar A

1 de Mai de 2020

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

por Sinan G

8 de Nov de 2019

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

por Amey B

5 de Jun de 2019

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

por Alex S

28 de Out de 2018

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

por Prateek G

20 de Mar de 2019

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

por Muhammad S

29 de Jun de 2019

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

por Stephane H

21 de Set de 2018

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

por Maksim A

19 de Set de 2018

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

por Ali A

25 de Abr de 2020

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

por Paul É D

20 de Nov de 2018

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

por Semyon F

4 de Ago de 2020

Quite challenging and has good balance between theory and homeworks

por Nimish S

5 de Dez de 2017

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

por Swapnil K B

11 de Abr de 2019

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

por Bruno F

17 de Mar de 2019

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

por ABHISHEK M

6 de Jul de 2020

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

por Akash C

4 de Out de 2018

Nice course to learn some advance level Machine Learning stuffs.

por Andrei R

26 de Nov de 2020

Great course by HSE: great balance between theory and practice.

por Sajal C

17 de Jun de 2020

Very good and informative. Should have basic concept knowledge.

por Thomas F

5 de Out de 2019

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

por Evgeny K

24 de Fev de 2018

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

por Sai H K

19 de Mar de 2019

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

por Yunfei D

5 de Ago de 2018

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