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What does the random_state parameter mean in sklea.manifold.TSNE and other SciKit-Learn classes?

📁 method

I tried 3 different values of random_state: (None, 0, 1).

I still don't understand the essence of this method. I read the documentation and the answer on the website, but I still don't get it.

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  • First, create a Git repository in the bot folder: git init
  • Log in to your Heroku account: heroku login
  • Create an app: heroku create appname --region eu
  • Create a Procfile file with the content: bot: python main.py

    • If the bot uses webhooks, replace bot with web. However, on the free tier, the bot will go to sleep every 30 minutes if there are no connections, so on Heroku free it's better to keep bots on long polling. But the problem of the web app going to sleep can be solved with .
  • Now you need to package all project dependencies: pip freeze > requirements.txt

    • Now our folder looks like

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