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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: 151 - 175 / 429 レビュー

by Alex S

2018年10月28日

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

by Prateek G

2019年3月20日

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

by Muhammad S

2019年6月29日

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

by Stephane H

2018年9月21日

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

by Nathaniel C

2021年3月15日

Challenging, but worth it! Excellent resources, and great instructors.

by Alexander S

2022年1月2日

G​reat Course! I did learn a lot about deep learning. Thanks a lot! :)

by Maksim A

2018年9月19日

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

by Ali A

2020年4月25日

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

by Paul É D

2018年11月20日

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

by C.L. G

2022年1月6日

I really enjoyed the course and I am ready to take the next course.

by Semyon F

2020年8月4日

Quite challenging and has good balance between theory and homeworks

by Nimish S

2017年12月5日

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

by Swapnil K B

2019年4月11日

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

by Bruno F

2019年3月17日

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

by ABHISHEK M

2020年7月6日

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

by Akash C

2018年10月4日

Nice course to learn some advance level Machine Learning stuffs.

by Pronay K P

2021年1月23日

It was an amazing journey. I enjoyed this course and the tasks.

by Andrei R

2020年12月3日

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

by Sajal C

2020年6月17日

Very good and informative. Should have basic concept knowledge.

by Thomas F

2019年10月5日

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

by Evgeny K

2018年2月24日

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

by Hemanth K

2019年3月19日

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

by Yunfei D

2018年8月5日

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

by Wei X

2018年8月16日

nice course. Program assignment is hard but very beneficial.

by Zoltan S

2018年4月8日

It is fast paced. One of the best courses I have ever taken.