{
  "id": 506962,
  "title": "Model Ensemble how many ?",
  "url": "/competitions/birdclef-2024/discussion/506962",
  "author_name": "",
  "post_date": "2024-05-23T21:37:04.658433Z",
  "votes": 3,
  "comment_count": 7,
  "views": 0,
  "content": "<p>Just wanted to ask , how many models are you guys able to stack ? given the number of audio files we have to process it will be very difficult to use multiple models.</p>",
  "messages": [
    {
      "id": "2832825",
      "postDate": "05/23/2024 21:37:04",
      "content": "<p>Just wanted to ask , how many models are you guys able to stack ? given the number of audio files we have to process it will be very difficult to use multiple models.</p>",
      "rawMarkdown": "Just wanted to ask , how many models are you guys able to stack ? given the number of audio files we have to process it will be very difficult to use multiple models.",
      "votes": null
    },
    {
      "id": "2832892",
      "postDate": "05/23/2024 23:54:32",
      "content": "<p>Our best score is from an ensemble of 3 models, and we were able to use an ensemble of up to 7 models in the test.</p>",
      "rawMarkdown": "Our best score is from an ensemble of 3 models, and we were able to use an ensemble of up to 7 models in the test.",
      "votes": null
    },
    {
      "id": "2832893",
      "postDate": "05/24/2024 00:00:55",
      "content": "<p>wow i was not expecting such big ensembling possible in this competition.<br>\nwhat difference do you see in CV/LB 1 model vs 3?</p>",
      "rawMarkdown": "wow i was not expecting such big ensembling possible in this competition.\nwhat difference do you see in CV/LB 1 model vs 3?",
      "votes": null
    },
    {
      "id": "2832980",
      "postDate": "05/24/2024 02:17:41",
      "content": "<p>I am stunned by this as well! Maybe I need to revisit few ideas on this!</p>",
      "rawMarkdown": "I am stunned by this as well! Maybe I need to revisit few ideas on this!",
      "votes": null
    },
    {
      "id": "2833047",
      "postDate": "05/24/2024 03:55:11",
      "content": "<p>Isn't that kind of depends on the model size? I can't bring two eca_nfnet_l0 together, but I'm sure that would work on B0 size </p>",
      "rawMarkdown": "Isn't that kind of depends on the model size? I can't bring two eca_nfnet_l0 together, but I'm sure that would work on B0 size",
      "votes": null
    },
    {
      "id": "2833056",
      "postDate": "05/24/2024 03:59:59",
      "content": "<p>The ensemble might vary depending on the situation. Since the model isn't complete yet, we're using 3 models, but I don't think adding 2 or 3 more to 4 or 5 models will make much of a difference.</p>",
      "rawMarkdown": "The ensemble might vary depending on the situation. Since the model isn't complete yet, we're using 3 models, but I don't think adding 2 or 3 more to 4 or 5 models will make much of a difference.",
      "votes": null
    },
    {
      "id": "2833869",
      "postDate": "05/24/2024 12:35:59",
      "content": "<p>I've tried up to 3 b0's, but it hasn't been an improvement over a single larger model.</p>",
      "rawMarkdown": "I've tried up to 3 b0's, but it hasn't been an improvement over a single larger model.",
      "votes": null
    },
    {
      "id": "2867805",
      "postDate": "06/12/2024 05:13:50",
      "content": "<p>This comment will be made public once posted.</p>",
      "rawMarkdown": "This comment will be made public once posted.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 2832892,
      "author_name": "ajobseeker",
      "author_url": "",
      "post_date": "05/23/2024 23:54:32",
      "content": "<p>Our best score is from an ensemble of 3 models, and we were able to use an ensemble of up to 7 models in the test.</p>",
      "votes": null,
      "replies": [
        {
          "id": 2832893,
          "author_name": "ludovick",
          "author_url": "",
          "post_date": "05/24/2024 00:00:55",
          "content": "<p>wow i was not expecting such big ensembling possible in this competition.<br>\nwhat difference do you see in CV/LB 1 model vs 3?</p>",
          "votes": null,
          "replies": [
            {
              "id": 2832980,
              "author_name": "cody11null",
              "author_url": "",
              "post_date": "05/24/2024 02:17:41",
              "content": "<p>I am stunned by this as well! Maybe I need to revisit few ideas on this!</p>",
              "votes": null,
              "replies": [
                {
                  "id": 2833056,
                  "author_name": "ajobseeker",
                  "author_url": "",
                  "post_date": "05/24/2024 03:59:59",
                  "content": "<p>The ensemble might vary depending on the situation. Since the model isn't complete yet, we're using 3 models, but I don't think adding 2 or 3 more to 4 or 5 models will make much of a difference.</p>",
                  "votes": null,
                  "replies": []
                }
              ]
            }
          ]
        }
      ]
    },
    {
      "id": 2833047,
      "author_name": "nyleve",
      "author_url": "",
      "post_date": "05/24/2024 03:55:11",
      "content": "<p>Isn't that kind of depends on the model size? I can't bring two eca_nfnet_l0 together, but I'm sure that would work on B0 size </p>",
      "votes": null,
      "replies": [
        {
          "id": 2833869,
          "author_name": "willrice",
          "author_url": "",
          "post_date": "05/24/2024 12:35:59",
          "content": "<p>I've tried up to 3 b0's, but it hasn't been an improvement over a single larger model.</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 2867805,
      "author_name": "ajobseeker",
      "author_url": "",
      "post_date": "06/12/2024 05:13:50",
      "content": "<p>This comment will be made public once posted.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2832825": "Just wanted to ask , how many models are you guys able to stack ? given the number of audio files we have to process it will be very difficult to use multiple models.",
    "2832892": "Our best score is from an ensemble of 3 models, and we were able to use an ensemble of up to 7 models in the test.",
    "2832893": "wow i was not expecting such big ensembling possible in this competition.\nwhat difference do you see in CV/LB 1 model vs 3?",
    "2832980": "I am stunned by this as well! Maybe I need to revisit few ideas on this!",
    "2833047": "Isn't that kind of depends on the model size? I can't bring two eca_nfnet_l0 together, but I'm sure that would work on B0 size",
    "2833056": "The ensemble might vary depending on the situation. Since the model isn't complete yet, we're using 3 models, but I don't think adding 2 or 3 more to 4 or 5 models will make much of a difference.",
    "2833869": "I've tried up to 3 b0's, but it hasn't been an improvement over a single larger model.",
    "2867805": "This comment will be made public once posted."
  },
  "source": "meta"
}