⌨️ИИ и Python: изучаем нейросети на реальных задачах
Видео по нейросетям делятся на два типа: нудная теория и непонятная практика. Но этот плейлист — исключение, так как там дается и теоретический минимум, и сразу практика на реальных задачах.
1. Нейронные сети: краткая история триумфа
[11:05]
2. Структура и принцип работы полносвязных нейронных сетей
[14:28]
3. Персептрон – возможности классификации образов, задача XOR
[19:45]
4. Back propagation – алгоритм обучения по методу обратного распространения
[14:55]
5. Ускорение обучения, начальные веса, стандартизация, подготовка выборки
[13:27]
6. Переобучение – что это и как этого избежать, критерии останова обучения
[8:52]
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#python#нейросети
#python
The Jelly Evolution Simulator is a program that lets you watch jelly-like creatures evolve over time. You can run it using a simple command in Python. The simulator allows you to control various features like closing the program, toggling markers, storing species, and changing colors. It also lets you scroll through different generations to see how the creatures change. This tool is useful for understanding how evolution works in a fun and interactive way. It helps users visualize how small changes can lead to different outcomes over time.
https://github.com/carykh/jes
Version 3.10 of the legendary programming language is now here: https://www.python.org/downloads/release/python-3100
No rush to update, though. #Python
#python
Our internet is broken again, and this time by Python setuptools.
[BUG] Version 78.0.1 breaks install of ansible-vault package · Issue #4910 · pypa/setuptools
https://github.com/pypa/setuptools/issues/4910
#Python is the main language of data science, per this analysis on 10M Jupyter Notebooks: https://blog.jetbrains.com/datalore/2020/12/17/we-downloaded-10-000-000-jupyter-notebooks-from-github-this-is-what-we-learned/
#python
I had the wrong idea for a long time that IDEs treat method/function without return type hint as returning None type.
I was wrong. In PEP484, it says IDE should treat such a method/function as a type that is as general as possible. Ah that just makes sense.
https://peps.python.org/pep-0484/#the-meaning-of-annotations