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Voltar para Introduction to Deep Learning

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

1,550 classificações
359 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:

Melhores avaliações


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


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.

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201 — 225 de 359 Avaliações para o Introduction to Deep Learning

por Ezequiel A

Aug 20, 2018

I liked this course!

por Nahibau R

Feb 13, 2018

Очень полезный курс.

por 刘岩

Oct 22, 2018

Very helpful course

por Alexander G

Apr 16, 2020

I've learned a lot

por Pavel Y

Aug 07, 2019

it was pretty good

por sagar s

Sep 29, 2018

Awesome. Worth it!

por Eli B

Apr 07, 2020

Excellent course!

por 徐雨臻

Aug 20, 2019

excellent courses

por abdul s

Nov 06, 2018

Very Good Course

por Amulya R B

Nov 05, 2017

Awesome course!

por Aleksandr G

Aug 20, 2019

Very advanced!

por Akshit V

Jul 13, 2019

Great Course!

por Edward J

Feb 28, 2018

Great course!

por Ajayi E A

Jul 05, 2020


por Alfonso M

Jan 31, 2019

Good course.

por Krishna H

Jun 10, 2020


por Alex

Mar 01, 2018

Nice work.

por Xiao M

Dec 19, 2017

Very gooda

por Kollipaka s

May 22, 2020

very good

por M A B

Feb 25, 2019


por 胡哲维

Dec 23, 2018


por franco p

Sep 29, 2019


por Parag H S

Aug 13, 2019



Jul 16, 2020


por Имангулов А Б

Jul 16, 2019