{
  "id": 57852,
  "title": "DeViSE: Training text and images together",
  "url": "/competitions/avito-demand-prediction/discussion/57852",
  "author_name": "",
  "post_date": "2018-05-29T22:50:00.490282300Z",
  "votes": 16,
  "comment_count": 4,
  "views": 0,
  "content": "<p>I stumbled upon this paper and it looked like an interesting attempt to combine image and text data. I thought it would be worth a share. I haven't figured out how to implement it yet. &lt;3 you if you make a successful kernel from this. :)</p>\n\n<p><a href=\"https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/41869.pdf\">https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/41869.pdf</a></p>",
  "messages": [
    {
      "id": "335564",
      "postDate": "05/29/2018 22:50:00",
      "content": "<p>I stumbled upon this paper and it looked like an interesting attempt to combine image and text data. I thought it would be worth a share. I haven't figured out how to implement it yet. &lt;3 you if you make a successful kernel from this. :)</p>\n\n<p><a href=\"https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/41869.pdf\">https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/41869.pdf</a></p>",
      "rawMarkdown": "I stumbled upon this paper and it looked like an interesting attempt to combine image and text data. I thought it would be worth a share. I haven't figured out how to implement it yet. &lt;3 you if you make a successful kernel from this. :)\n\nhttps://static.googleusercontent.com/media/research.google.com/en//pubs/archive/41869.pdf",
      "votes": null
    },
    {
      "id": "335967",
      "postDate": "05/30/2018 19:37:49",
      "content": "<p>There is a keras-based implementation in fast.ai course v1: <a href=\"https://github.com/fastai/courses/blob/master/deeplearning2/imagenet_process.ipynb\">https://github.com/fastai/courses/blob/master/deeplearning2/imagenet_process.ipynb</a></p>\n\n<p>There might be newer and in pytorch in v2 though.</p>",
      "rawMarkdown": "There is a keras-based implementation in fast.ai course v1: https://github.com/fastai/courses/blob/master/deeplearning2/imagenet_process.ipynb\n\nThere might be newer and in pytorch in v2 though.",
      "votes": null
    },
    {
      "id": "338809",
      "postDate": "06/05/2018 19:24:22",
      "content": "<p>@PeterHurford  Have you figured out how to implement or use such method?</p>",
      "rawMarkdown": "PeterHurford  Have you figured out how to implement or use such method?",
      "votes": null
    },
    {
      "id": "338812",
      "postDate": "06/05/2018 19:29:25",
      "content": "<p>Not yet.</p>",
      "rawMarkdown": "Not yet.",
      "votes": null
    },
    {
      "id": "338824",
      "postDate": "06/05/2018 20:09:06",
      "content": "<p>But you have pretty high score, how have you achieved it?</p>",
      "rawMarkdown": "But you have pretty high score, how have you achieved it?",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 335967,
      "author_name": "thinline72",
      "author_url": "",
      "post_date": "05/30/2018 19:37:49",
      "content": "<p>There is a keras-based implementation in fast.ai course v1: <a href=\"https://github.com/fastai/courses/blob/master/deeplearning2/imagenet_process.ipynb\">https://github.com/fastai/courses/blob/master/deeplearning2/imagenet_process.ipynb</a></p>\n\n<p>There might be newer and in pytorch in v2 though.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 338809,
      "author_name": "insaff",
      "author_url": "",
      "post_date": "06/05/2018 19:24:22",
      "content": "<p>@PeterHurford  Have you figured out how to implement or use such method?</p>",
      "votes": null,
      "replies": [
        {
          "id": 338812,
          "author_name": "peterhurford",
          "author_url": "",
          "post_date": "06/05/2018 19:29:25",
          "content": "<p>Not yet.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 338824,
          "author_name": "insaff",
          "author_url": "",
          "post_date": "06/05/2018 20:09:06",
          "content": "<p>But you have pretty high score, how have you achieved it?</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "335564": "I stumbled upon this paper and it looked like an interesting attempt to combine image and text data. I thought it would be worth a share. I haven't figured out how to implement it yet. &lt;3 you if you make a successful kernel from this. :)\n\nhttps://static.googleusercontent.com/media/research.google.com/en//pubs/archive/41869.pdf",
    "335967": "There is a keras-based implementation in fast.ai course v1: https://github.com/fastai/courses/blob/master/deeplearning2/imagenet_process.ipynb\n\nThere might be newer and in pytorch in v2 though.",
    "338809": "PeterHurford  Have you figured out how to implement or use such method?",
    "338812": "Not yet.",
    "338824": "But you have pretty high score, how have you achieved it?"
  },
  "source": "meta"
}