{
  "id": 517286,
  "title": "Can anyone Guide me how to decrease the Computation Time?",
  "url": "/competitions/leash-BELKA/discussion/517286",
  "author_name": "",
  "post_date": "2024-07-05T18:17:11.827038700Z",
  "votes": null,
  "comment_count": 1,
  "views": 0,
  "content": "<p>I have made a new approach to get better results but the computation time is huge can anyone guide me or share some resource that what will be the most efficient way to reduce this time?</p>",
  "messages": [
    {
      "id": "2906711",
      "postDate": "07/05/2024 18:17:11",
      "content": "<p>I have made a new approach to get better results but the computation time is huge can anyone guide me or share some resource that what will be the most efficient way to reduce this time?</p>",
      "rawMarkdown": "I have made a new approach to get better results but the computation time is huge can anyone guide me or share some resource that what will be the most efficient way to reduce this time?",
      "votes": null
    },
    {
      "id": "2906744",
      "postDate": "07/05/2024 18:45:40",
      "content": "<p>Without sharing your specific approach (what I understand) it's hard to give more tips than try increase batch size. If you ensemble various models, train with various machines simultanously. More than that, I don't know…<br>\nIf you are in a Team distibute the calculations. Parallelize.<br>\nEDIT: You can find extra machines rent on internet. The most obvious, but isn't cheap, Colab.</p>",
      "rawMarkdown": "Without sharing your specific approach (what I understand) it's hard to give more tips than try increase batch size. If you ensemble various models, train with various machines simultanously. More than that, I don't know...\nIf you are in a Team distibute the calculations. Parallelize.\nEDIT: You can find extra machines rent on internet. The most obvious, but isn't cheap, Colab.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2906744,
      "author_name": "sacuscreed",
      "author_url": "",
      "post_date": "07/05/2024 18:45:40",
      "content": "<p>Without sharing your specific approach (what I understand) it's hard to give more tips than try increase batch size. If you ensemble various models, train with various machines simultanously. More than that, I don't know…<br>\nIf you are in a Team distibute the calculations. Parallelize.<br>\nEDIT: You can find extra machines rent on internet. The most obvious, but isn't cheap, Colab.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2906711": "I have made a new approach to get better results but the computation time is huge can anyone guide me or share some resource that what will be the most efficient way to reduce this time?",
    "2906744": "Without sharing your specific approach (what I understand) it's hard to give more tips than try increase batch size. If you ensemble various models, train with various machines simultanously. More than that, I don't know...\nIf you are in a Team distibute the calculations. Parallelize.\nEDIT: You can find extra machines rent on internet. The most obvious, but isn't cheap, Colab."
  },
  "source": "meta"
}