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Introduction to Deep Learning に戻る

HSE University による Introduction to Deep Learning の受講者のレビューおよびフィードバック

4.5
1,840件の評価
431件のレビュー

コースについて

The goal of this online 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....

人気のレビュー

DK
2019年9月19日

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
2020年8月8日

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.

フィルター:

Introduction to Deep Learning: 201 - 225 / 429 レビュー

by Лупашин Е И

2021年4月2日

топ курс спасибо любимой ВШЭ за него!!!

by sanghoon.lee1@kbfg.com

2020年10月27日

I like this lecture. thank you so much.

by ashirwad s

2019年3月16日

Best Course available on Deep Learning.

by Ankit A

2019年3月11日

Very Effective Learning. Thankyou Guys.

by Tejas S S

2018年11月11日

Difficult course, but worth the effort.

by Bukharaev A N

2018年9月30日

Thank you for such a tremendous course!

by Rodolfo Q

2018年9月3日

It has a nice review of advanced topics

by RICHARD H D

2019年7月4日

Good explanation and project proposals

by Render

2020年9月17日

A great way to get into the ML world.

by Maxim B

2018年7月17日

I think it's a good start. Thank you.

by RAMATULASI

2020年7月3日

Excellent course and very good tutor

by Yunzhe F

2018年9月8日

Most of the assignments are unclear.

by Arnav G

2019年12月14日

highly satisfied...will do it again

by Марчевский В Д

2018年5月18日

Pretty good intro to Deep Learning!

by ANUJ L

2020年6月15日

Was very nice and concise course.

by Walter H L P

2017年12月2日

It is very difficult but worth it.

by JEROME R

2021年3月22日

Very complete for an intoduction.

by sagar s

2018年9月25日

Awesome!. Worth the bucks spend!.

by THODUPUNOORI V 1

2021年5月3日

Good course and time to practice

by Andreas B

2019年1月10日

great course - I learned a lot!

by Phumlani M

2020年7月6日

Enjoyable course. A must take.

by Hera K

2019年7月30日

It was an amazing experience..

by Dominik K

2018年11月15日

Great course. I learned a lot.

by Pranav R

2017年11月21日

Liked it. It is brief and good

by Pavel A

2020年10月17日

Zimovnov is best ML lecturer.