Videos from 3Blue1Brown are strikingly clear and concise. I did not succeed in making a synopsis of video lessons on neural networks, because it would have been just a storyboard, and the special magic of the dynamics of the video is not easy to convey.
From the comments on past publications, it became clear to me that there are a large number of people who do not know about the channel, so I want to share four videos (+ Russian subtitles and dubbing) and save time for schoolchildren, parents and teachers so that they can have quick access to the channel itself. interesting and high-quality explanation of one of the most important topics of our time.
But what is a Neural Network? | Deep learning, chapter 1
What is a neural network? Part 1
Original (+ Russian subtitles):
Russian dubbing:
Gradient descent, how neural networks learn | Deep learning chapter 2
Gradient Descent, Chapter 2
Original (+ Russian subtitles):
Russian dubbing:
What is backpropagation really doing? | Deep learning, chapter 3
What does backpropagation actually do? Chapter 3
Original (+ Russian subtitles):
Russian dubbing:
Backpropagation calculus | Deep learning, chapter 4
Backpropagation calculus, chapter 4
Original (+ Russian subtitles):
Recommended additional materials
- Michael Nielsen "Neural Networks and Deep Learning" (free online book)
- Chris Olah Blog
- Welch Labs Learning To See [Part 1: Introduction]
- Welch Labs Neural Networks Demystified [Part 1: Data and Architecture]
- Distill